1,048 evaluations · 1,048 results. Different protocols are not a single leaderboard.
Filter evaluations Tested model or methodAll chvipdata: candidate_227 [submission ADMLpXLTErmYrhWqeLtm] Apex Cytosquad: S-v3-arch1 [submission zsSLc5u7L9erVqQ6aNUk] Jinming Li: B0 guide-balanced NTC resample 2026-09-05 [submission wwMWaEmL2eTqycqEZDzi] NTI-InCo: kestrel-1 [submission uzRuOpvceoaWJFWC6rmA] Kosh: DonorTransport-q025-v2 [submission PTqm3nO3775kG5Fw9gp4] abaabaabaaba: PCA Model 2026 [submission qU5WHyMJYxxjZcgXSyKh] zzrz: Flow Matching [submission HiAIP73UsEkRbppbjiXF] Agenux: dummy-controls-bootstrap-300counts [submission q7JWTIs9JTeZncVMHja5] dog egg: B1 K562 delta alpha 0.5 [submission zUCqYBkabHXx2CkyKDqk] AIgnite: vcc2026 permb50 blended denoise+sharpen + rank refinement [submission mQvFfipPQtPAYGzfYxhJ] WCG: r56-BC-cd4-0.30 [submission 83Yc1MQDAWAKRKRVCMF6] Maksim Bobrin: STATE protein transfer v1 [submission 8VtfKKCtALf6cDkh4fqB] Aginglab.com: GeroAI_v66 [submission QJFFlTbn5AzF8329s35v] Tune: S025 [submission btAPwhN6k1BtwnvwqvL8] CsabaiBIo: DE_targeted_loss_v1.1 [submission 9gHkjEZm2ZjDClLTgbMa] Xiangyu: GenePert v1.1 Jurkat Dropout [submission NjPa8raI4oPgNZqaBxPV] Chuanhao Guo: ColdC001-2.1 [submission tRv9m5B5kfoPXIW8QJPa] Amadeu Zou: BioFlow-ls [submission y7L4yROimWSkzNUDbSC4] Ligong Cao: v4NatK5Cfg0B100-20260918-2115 [submission AjaYHlwFvwoaXURFI1ok] AHA: state-b5k-observed-control-prior-v2 [submission GaDBXThQDnNhstumRhRn] Byeongsub Lee: disp 0.5: push dispersion (mse clamped so free) [submission wL3avGWhENBZMIH1dBPe] bm: PerturbDB CVAE VCC2026 NTC adapter v1 [submission cVjgXF3anIsoetcO1bvH] Salvatore Loguercio: manysource_mag_armb15 [submission k8hdJFLHHAi5YtI0cea0] zi Yan: m9100 [submission UBfPGTOi65tcTJT6WSd4] ants cell: b16 hybrid v2 a015 b020 [submission yMeAJ76C7JhVF3SsPyba] Matt Toribio: O1 [submission PGldF7BniBj3vdnkRNmq] megaBlack: cater_base [submission v7eHAMo8fooNQyg1lSa7] linkst: causalvcc-four-source-crispri [submission CBRxNZOJzwhoCKpL50d6] Anusree Jayakrishnan: TH2C-SourceResidual-v0.3 [submission 8fG9uFwjoT0X3nru7MEi] VRLAB: r58-BC-cd4-0.30-plus-agreement [submission B7O9wMdb8mVAj0wz0Snf] bbdino _cell: fv3-direct-round-0918 [submission ks0BCHh78hOONEbhetsE] Zhongcheng Fang: CoRePert-5source-seed42 [submission VdsyFisDpemfuUsiJexG] Immovable Myhal Rock: n42 [submission fMFZm3TBnUBN3JrNEcyB] silicell: MeanCentered StateTF-GRN v4 [submission 3xcyiivnyL6iFM0x1UIK] Watermelon: kolf-source-test [submission EMdhx57xEoGsOy4WvyrO] Try Everything: faithful reproduction [submission 2Lb0LB8aFwCzK6vfiqsg] Giovanni Marco Dall'Olio: XFER-015 CD4 residual at uniform weight 0.60 [submission ox4vVjT1mxZbkQUHPsCl] Catalytic: Identity concentrated direct transfer amp025 20260913 [submission Nvkbx7mGCKupdT0A2kT0] biophysiq: K562-HEK empirical allocation v1 [submission LcsAG8JCQU8oDb9R5GPX] QVCC26: v8_additive_s2.5 [submission 9hGGTIzxnVoPnP5AKiqp] FlowState: baseline [submission xTxK1yUxzhFbHkxaLual] Null-to-Cell: m0918a [submission u2MMaChop9DM3fjqkS7z] TSB: m1900 [submission Dl5BfDCOvkurORPikgcQ] yyyyy: gy41o [submission tDBqwtxLsvI3N8aXJd6m] sixuan Chen: m9090 [submission vycWpgWv1ME8ONSmDcDL] xianqing wang: H1-K562-KOLF statistical transfer baseline [submission CDRDh23fqNQLNxMVciN8] yimiao feng: r3 [submission y1S6qKRZVPZWLgVzFqhW] Xupan Ma: hw89ip6a1idr [submission efmKistOgXCJfuTLiklp] Yuan Fei: Control resampling baseline [submission MR1bGPIaHZfPa098r8Jz] Tara Bird: v3-shrunk-a3.0-t0.5 [submission Q2p9Uz6zuaFq0qAa73eJ] xxw: last dance [submission iunlda1c1q1qbtdkXEfs] OmicX Vcells: Stage V-A fixed alpha4 [submission eI5Ggd5wpoZtGUzRNcyL] WG: CB-CRISPRi-MetaKD-v1 [submission EKHJuk39RW9a7ARzzock] The312: cella-v0.0.1 [submission SB9DSr4PI54mE7o5Jvv9] TheRealCompBioTeam: Plan C v1: K562-gwps cross-line CRISPRi signature transfer, delta-scale 0.7, no DE gating [submission QWeH9acgyiqwKeI8hU3V] Aaron H: global-mean-effect [submission DWEB4FyVrq7t7NLJh6ko] tktkymym: e34-state [submission hbCaKmH9vN7nw2BLCrJq] Lu Li: E011_P1v2_A_ZhuRest_raw_a1 [submission jSBY9JAN9sjcwOf7H0Sx] Shahzeb Khan: v9 residual-amp K562GW LFC shrink=0.5 amp=1.5 (pds discrimination; not DEG-gate) [submission unSEr7hA4DBJzRDMp8v7] sota hagino: vcc-r20260911-ts1 [submission S01cmRnZ8Ikd4bgiXDZH] isee: Baseline13 [submission eULQD58wjgNNf4HDgGxK] DMCB: basic [submission cJBRr1v3jxzpSfDZvYir] Fuh: m3_e13_psgrn_hybrid [submission cV12bh4oQMQ6ch3tnyli] 韬 黄: SourceAtlas-LGBM-FixedMargins [submission j81JYjl3QTLnf71aNrB6] root: hujf7gt9uz6l [submission G9hZACOE5NdP2KD3kkz0] Ruiqi Lyu: xline_v1_v6 [submission E9mG0tozN4m47Uihujit] junyeong Yim: control-resample-v1 [submission EVekpxFYwxSLWKeOX5rw] Rebecca: hi [submission S4FaUCD6LwI7kgqZ7QBM] tenglong yuan: S0 control-copy repeat 2026-09-16 [submission n2EkGHhzgPAZybvAautd] qoffee1337: arm-0917-k (re-sent: it beat the incumbent 0.0 with 0.1856134132908177) [submission FlGu3QzTExR1FaG7u1HD] Shihao Xu: Blend1.21J_LargerJoint50 S50 signed-DE gate [submission 8OusXZxr5h66vRpyo1XU] RAISE: kolf-native-harbor [submission 7Zk3DnRDSRmbvJ1lVmxb] Shutian: B1 K562 p99 transfer | 218 clean targets | source-null p99 | commit 51c6f7a [submission o8BMt635Jezevv6A3Bbv] Peng JIA: jp-11 [submission 1zJ9puJNnrUQIYlzqRHW] Ahmet Dedeler: the fax machine joined a book club [submission XheAZVzpkYmU3zQzrWlv] REN DA: ibis [submission CxvPXPHnAuXyb7u2UJkV] Robert Crawford: pcp-modeled-response-20260914 [submission uuzFhjeCBkFMjwGoe7Cy] geneFlow: geneFlow B4 [submission XgRlNyjF50S5WEcizHdi] wei xing: slim-r-crossline-dl-v1 [submission cCoEqKgZY0cra5Hn5zyy] Zhu Lab: ecformer-manydatasets-fix [submission 6LExY9YrNfCpuamcbK5z] HEHE: Replogle ESM2 Top-k Retrieval [submission xWcl1hQts0S22TmPpYHK] 1 Undergrad: DANI 9 MEGA [submission YSoD6TANrOXYXceb61dV] 42: inf_8 [submission VNypmELc8Vjiu5lCwin1] li wenxin: attn+sw60 (S1) a0.8 [submission 3AR9JYiAblrfchCJrnlo] Sen: SN_U38 [submission C6PBBcp5mVszJgqVIhkm] Runyu Qi: G1-E1-log2-unit-corrected [submission qxpc0UkGdNQS9gea83MC] Nirvana42: ntc-copy-v1 [submission AD7KtS3CmqkETuXz5hCk] Houlin Yu: celltics-1 [submission F1k1NDWsYAO7euxobxmX] Adrià Masnou Calpe: vcc-023 [submission ZNra9KkRlkLcIbIJofSK] AIVC42: HepG2EnsembleTransfer-v5 [submission WVmS522gRsISR3tApp6g] SimpleCellNYC: scv23a [submission HpJTp6HYWb9GgoVwlUvC] CXK678: Test_1 [submission JmTStlDf3mKrGLzBqcwx] dht_2026: improved [submission q9YJYESkYxIoJ5ZKzAle] OpenPert: PertMind_KOLFMag_v1 [submission jhxe4m6pIPPV7W3gmtmB] Ox coming: transpert unshrunk pw0.5 m0.0898 [submission asT16iuxJgjNkMiaeXU8] simple_is_beautiful: 0918_v2 [submission pWSHYq7mvr7lti7AC42L] Hiraku: demo0 [submission 6vrF1eeQoiRlVJcofPJw] X-team: VC_model_v5 [submission ZTKw7vSHZO2FdRvlYsb0] little han: porter-orgmatch-v1 [submission lNCFgSC5NAvb1foZ2tkA] shawn: CellOrch AtlasShift K3 cs075 amp105 [submission HcLyrGWGcbdOI9A6Aeba] Evotec SE: evoloom [submission RqZpCuchnXq1fcpMNC5S] PenguinCell: alpha25_lowm075_B32_seed4_riskpool2048_loss1024_null_v1 [submission xMFClEwvpOheCLCPrjxF] QuKunLab: V1 [submission yTOG0GHUn1WqxWep7kKB] DDDC: B0 Context-Control Resampling [submission HWLsGSmXaSF4GkQOtBG1] Apex_07: replogle_mse_focused_a02 [submission lotZLpELs5YITTUaAct1] Jianyu Lin: C4+群体均值约束-v1-20260910 [submission Gr4QGzb7ExZt9GwNkTVP] Lei Zheng: s18_prep_eb_low_cis [submission z1VJktNSn5EO07HXYHI5] Gün Kaynar: gwps-transfer-v1 [submission 4vq05b22pP3mOYqpZtg2] jinhua Bian: PertGA-Replogle-Hybrid-v1 [submission MLL9jkVZovSdKfWiwrYq] Steele: selector_moe_top1_g075_selfm11p75_fullnnz [submission t6TuKdqbE69B41U19nSD] NiuLai: AtlasShift rank77 ABC 20260917 [submission 9Y5xxS8Y8SQ3wzEtnF6K] yl: V2 MultiContext Pseudobulk LowRank [submission q1KC5hNLT7ntZxMPk8rv] jaewon yi: lfc-transfer-exact-gwps3-tau05-str025-sc1 [submission aCDqjap6D4fikIMnKcvl] Spongebob: STACK Frozen Paired V1.1 [submission fWXjGHWrvcwN0hAXXX2I] svm: MilkDragon V4 [submission VURZnHerRuzWOBk2jXxN] Berk Uluçay: airea-s21-v1 [submission MUkLkMVNWhopEQFh94KU] lulu: v3-esm-mlp-delta1.5 [submission 4rKWfj4Gq4XzfOdHnT3c] mingzhou jiang: sein v0.2-counts [submission 6za9KnOWbbfCMCj07MaY] webioinfo: Luv_1.1 [submission ilrSc1pf2qOAMUPeTdON] Giri Anand: sample [submission ByEcLD8f3WadaYG7Yk6y] codertx: coraFusionV1 [submission K2IoouOjvP2EyNeVxg16] SG: gz-15 [submission dB55jYYTObdICrv1uvx6] Astra Fable: vcczero-R3-round1 [submission jYnkfNBsdHb12iydGEtE] Prash Singh: pipeline-smoke-test [submission CDnRSUL8h7VM5J4hQKoo] xuan wang: Raw [submission KSryQjkDrCXYur9r0fLE] CNCB-Sycamore-AILab: Excalibur V3 [submission bnfrzzwBTmkQHSr8gVK4] Kai Song: m9030 [submission tky7fEKDfgNKUV5N0bqO] ptjam: m9060 [submission x6W7ShAIaYK1yi28QpW4] Schrodinger: v5 [submission 9Ft8OmD4zlg1qzqJ8i9b] XUJING YAO: F1-frontier [submission HY6zDSNRmhnxTsBB394H] xxx yan: atlas-transfer v1.1 [submission tUoIAwQURLF7HeO20cu1] ameet more: per-context-singleline-v6 [submission VHLMJm9jO3GqYRAgVBSv] Radosław Czajkowski: S6 corr-weighted blend amp3.2 + target KD [submission AhPe2YZrYrJfMHMxl17Z] AI PING QI: gwps_spec_a1_v1 [submission MKLLD8vo9vPrZNWyxdjs] Qingyang Ren: v8 hybrid: v7 base + confident-core k562 injection [submission fOxcqKCjWtZazgwzz9By] onecellman3141: Cellulator T900 [submission e9ZYhQe3nY2vX0I7KRKZ] Lu Zhao: abc_context [submission x4xwpydcnXT3mdM9ZRlm] Allein: v23_orion_full_g1p25 [submission pARldeWJqsUOGJSZgEOn] Kevin Wu: GXL v1: Replogle K562 gwps log1p-delta transfer (272/300) + NTC-mean fallback, top-1000 Poisson [submission c2ydJZsSKivxtGId7xoy] VarnaOps: scfm-nb-v1 [submission eZBtnrrqiUChvWZPZZTc] 行野: 波克布林0913c [submission 3g78H8Vp86xt39ZPkFIr] qifenzui: retrieval-csr-round-top300 [submission 6YO4rBqgjGFYQ4R0dUJc] Slurm Shadi: Cellulation [submission arJ3HAQvDGC9CFnLkJqz] bangtoe: bangtoe-v25 [submission nIl53HsrTcDWzseF0ipd] Bill M: Confident transfer with saturating deterministic emission [submission fUXl3jXGL1TsQUABdsnz] athenen: l025-v1 [submission qp52lBuyHgvU9p9t3tci] wyf wyf: ctx-pair [submission FYDt4RlVxmig0bvJigO5] White: White_v6_LocalAugmentedBlend [submission EsCExkSTi9ueO7RLidwY] ccaae: s57 [submission pocrtqKYqEnt7vQsZ1aB] Kevin: Reuniclus_3 [submission qbtBHIm7JqvlUEkEsgiD] binyu-salvectors: k3-31 [submission hjkpgPTclxvGizGtQ0ku] Apex Intelligence: state_se600m_sparse [submission Nj0XuUIdRFPoxWe5qSpc] Formosa Bear: 2026val context baseline (calibration) [submission qaAOFXglWrRJqJeHC6jR] WEI YUDI: L84 diagonal context transfer (local gate not passed) [submission aPBHbdhRmY0go40ABJgS] Anders Lindström: replogle k562 signature nudge, scale 6 [submission BhdIwPTlqoIqCyVAw1BR] Mohammad Usman: usm-v8 [submission WFQfmf6ponEwvoXS6jhV] Hari Prakash: MoleculeMind v184 [submission hQFbUfLegcELwSL9rpu0] Aaron Kanzer: scigantic-target-only-v1 [submission 0UZa8Vd2Hdc67QJAsNNG] Fangjia Luo: IdentityMatched-v1 [submission 79BinafCydWJbiR2MK3R] jakki: expI7-stochastic-rounding [submission 6fKh5MqMRTj4SOMzU0OJ] AI4S: MORPH v3 model + best kNN config (threshold 0.3/0.2, no direction voting) [submission NqTpLBDs4KUsYZ8kGyFN] just_student_number_99: mean-delta a1.0 + knockdown [submission PQ4YZDiiwdt8zaQ8bxAD] l---y: PB50k-EqualMean-IPF-0918 [submission KoZr7wr1ECeGtbWMGbrx] Ritishka Gupta: sample [submission uodFpGjgwgfRGunv0NQA] San Mu: 30 [submission JK11KkOdivqcL1bvwWVK] The Cell Mates: baseline_v4 [submission g4jv1IPqX18qbhfG777m] Yao Li: Yao Model v5 [submission qhCmZju9KsanXykG7HpM] Wuhan Zhang: AnonymousJointResponse-KOLF-HGB13-v81 [submission B8uhv6ao4sgjVeqgB1Mc] xD: b15 [submission gx5ZU71U5p5mhPvEs7Ar] CytoAlphaThoughts: CY_V71 [submission zZdLSpSD3BySRl4YgG32] The RL team: baseline [submission Hcp6VJt9dSkNrukBSqKy] Lan Shui: esm2-lowrank-r16-controlpoisson-v1 [submission 7jLs37MwSfUkywemE1ul] HideOnBush: alptest [submission vKnd4kl82RPv0Sy6MnJj] Weilue Luo: K562 Orion Precision Ridge - Stratified NB v1 [submission WTNnIOv462FjBOWBQCNs] Yangyi Liu: ControlNull-fullgenes-guidebalanced-s20260905 [submission tUFNiD6E09UAndOS3SZ2] Hanyang Du: CellFlow-full300-20k [submission OwsxEz36ytpKlHRoa9eu] T: v1 bootstrap baseline kd0.80 seed0 [submission BuwCITJW3Iq9gDTSxBaI] hacking: W2 COMPASS Residual Only [submission Cg83tcR1v8jEm2JzfEgm] Wang Yuhang: Xiexiu-v2-KOLF-20260915 [submission Tm8JlyulyIYnYebJZ9sq] TAO: v17 v2-allin-11folds [submission jQxmoTr9uCCDiuk8NMoP] umbriel: v20260916-stackctx-g2-bc-v001 [submission exZ40KXicxOL2WpuMZ85] Silico: stat-transfer-consensus-tabicl-fill-v6 [submission u8PAnwLGe77ymWEa6NmR] hlu: s10 [submission CM39BIm5lbFKpc4JAn8I] MY Institute: v5.3 sign model flip@0.9 a1300f8 [submission oankAwLQcmObU2VdRQpL] Saber: RAPTOR27 [submission 83feV8sO5WkHMIwoJpd9] LTD: Onyx [submission gPGl1sl9zFsJW0w8PD8y] BabaJaguska: m1_ensemble [submission xn7og08xepUuq02wesci] iidesu: v7-cd4i-rest [submission ahwnPhkhWxejUffJ1PJv] OPUS-Cell: v0831_cpm_continuous5 [submission P5IMMJxwzZf2SLQWKBOM] 123king: countergenome-resid-v1 [submission sy6Lq5W8qrLurlzaL3AT] Syracuse: 0919a-vc34 [submission rCEsxJDOgIEHdG48ii8O] OrgLab: scPLAD-DRDD completion a0.5 top3000 [submission i7SOBcJkCL8huFWOqZ4f] jjjing1998: Blend1.21I_LargerDirection50 S50 signed-DE gate [submission w4NLG0tJSEFUbbjNsA5f] test.: my model [submission 5kHeuHfBne1tym8lXWzl] pan: Baseline 3 real delta hybrid [submission rFBGEc1HDrdwKBo8L2Li] Intercontinental: LL-20260918-altass2 [submission daUnHSRxzQvh1uQvL0od] Unperturbed_STATEs_of_Mind: stackpert-compliant-x4 [submission K1dKezr7NhIVdtXnbKt1] Benjamin Parrish: expression-mlp-2026 [submission AQ5n5bw1vsYaLc2eY8mm] cl9: state [submission D4RIt9EdMDwDFHMQwL8y] BusyBeaver: quiet transfer: overlap damp 0.5 + attn x0.25 fallback (magnitude-shrunk after fid -0.47 at x1.5) [submission VLdVyWJSWKEAqBW3lf3p] None: phascogale [submission dfEhPoTP2JhyWibRmrXo] mfa: control-resample-20260916 [submission BFHUzkR0GoWY7wBFOOgP] Cellturbline: STATE+ESM2 v2: fixed normalization scale (fixed CP10K target), log-space FC clipping, 210/300 target coverage [submission 38Tiq94O9f3pZv3rX5XX] The Jungtion: base_protein_sim_v1 [submission HkieegIzEQHiZtEajV3M] Nikolas Kalavros: Orion-K562 v6 [submission v5NXAcuFWd89llFmcmZu] Liu Zhiyuan: H58 H53 plus Zhu signature augmentation [submission XkEDQS0znPGOYrKPop3E] lin lin: G2.1 exploratory template tilt [submission wibhI1NEJjPMl7v7ewKh] TR[AI]L: submission12 [submission rMhefC4Cv3HhWkx6tbcD] Jurassic Park: jp-69-allrows [submission wYDDnWXbWTKx6bGjrb1A] TOBE: 260917_v1 [submission AHmZGKreUN7gFUELc52b] GlancerZ: STATE-SE600M-Frozen-FourSource-v0.8 [submission x1xGBy1lQHSt8L4bfsLo] papercrane: Paper Crane KIRI R5 Full Coverage Upside [submission nIf3M4qQFc3P7bRS6CL9] Bowen Han: v31 [submission zcYwkEGWpauVX42qqByE] Zhijian Li: base line v2 [submission rjUhs2EGxZDxW5a9f283] Sinne Xing: MLP + rank-32 head, context-tuned [submission 7afqC6OqpJv0EuRvxJaO] ackena: hek-a035 [submission nYLGf7qHBKcK6lCPNtsz] Xiaoning Lin: AtlasFamily-MeanLock-v5 [submission nsuXs87XhjcDO1eOJl6J] Wonmin Kim: b19 [submission pamfw9b1glTBvlXvEyQA] AGI: Public H1 50-50 Blend Reproduction [submission seAN8YvBV7G5yQ1a8Mwc] Jianhan Mao: Sidechain SER-rb03 [submission 8MM4xc77R6A2Oa7cDcl5] yushi chen: candidate_0917c [submission 2BK0SDkxJNH3QIppJig7] Uma Sthanu: additive-k562-lfc0.4 [submission CCdJ0Nbv6rowezMPHjtn] GUOQIUTONG Guo: K562ContextAdaptiveStat v4 mix320_80 multisource soft [submission OAVgIWdVNZUXqX0hdelC] CC-VirtualCellShift: CC-VirtualCellShift NonCC-v2-H020 [submission 7SmwpaxC1iLrdK41o7n1] Toshi: nikujaga [submission uPfjdqhQCCmzQQ7ZikEq] polligator: E [submission TgqgCgLR2YUCG4BD1TmV] InnoB: Snipe [submission CminnZRmHKYZS5vQ854R] Mengli Zhang: vcc-mz-16 [submission hX7fP0ig0JA6qssNIdqd] Xintian Mao: MODEL [submission 4n1WfCZPwIl5l5uKEPqF] Shehab Anwer: v4-clip2-restore [submission cM757XEzeyOW8h7BIZ4B] barthazian: champion-moe-ensemble-v1 [submission hS48SlJy2p8w0Fqcv4hB] MetaMotif: MetaMotif-M029-STATEv3-Final-Direct [submission oNXMwpwAshxYKNkRLtPa] Yixiang Mao: pfdo-v1 [submission Jrnnmw3YV7u9bRb6PHgS] Haowei Xu: replogle-full-axis-geometry [submission cdmZwzrNNywMTeKJm0on] deFunc: deFunc v3 [submission UJBjxvwCNxtrGTu2OmkJ] raphael.r: Random submission [submission Dl0E7qguv35o0GevrAi4] 猪猪侠: try [submission zkZYR9NlI5JZwz4qgzuO] Bingyi Zhao: Context-conditioned validation model v2 [submission w5bdag5VTN2vdNUEcCeN] Onion Yang: r55-BC-agreement-weighted [submission ItklV5WSjdwueznmSbOb] Jongwon Im: Stack MDM5 Orion282 / original v2_18 [submission IPbpbiYetZmEEp1TwW6N] xihun luo: BackgroundMix NB v2 [submission r8z5UVhK2xToQXfe3dlH] Yulan Fei: aqua-e009-cosine-rebase-cont-20260914 [submission i9nvF5JlQzElVKqpVhX7] xuan xiao: STATE frozen fallback baseline 20260918 [submission L11HGfhfp2YsWaMSMxKo] Victor Efimov: pipeline check: random sample, not a model [submission YuLzi7VyGvNeeGrw1ERJ] Bofan Qian: baseline77 gene-correlation residual emitter on baseline47 [submission sFNCp189IRkhbCrOimsK] maixi li: v11 [submission ka5Z7qDM7hSlccLPc950] CW100: RF2 [submission qPOgzTszNhNcAo7ih8cd] Yu Han: R1_M4_unseen_M2_seen_v1 [submission rZSdUs24CpuEm7VUfO3d] Yuanhao Li: v20260918-effect-hardthreshold-0.02-abc-v001 [submission wq4VLVMNynhJrUWXqKIK] Chunhao Gu: Solu-test [submission 5PTXJhTFTaK6S7dZy1nf] p19: p19-m7 [submission 7SqpbVxzcRhMQFoG5YnK] 。。。: v18 Orion HCT116 delta transfer with multinomial counts; fallback submission [submission YeSIg3hVnO9Otwqi7Y6F] Jeevesh Krishna Arigala: Ripple-Immigration-1 [submission 9hmZEKVDXHEUaxyuCh7I] yiqing zhang: Replogle K562 Delta Transfer v1 [submission 9L7m6TphKo3jBNx1YZF3] Zhang NUUU: abl-w1224 [submission eZyXPujEuvjDDfH63DhW] SNU_LCDD: ml-hgnc-target-s42 [submission 16EoYnnDBQUcFE4ZNSxx] PerturbCell造物者小队: m8020 [submission ZmbWDdfIKdfGETLQejwb] Haystack: GSA-044-PHF8-W080 [submission tRtn7yCyw0hyztBttBoB] LBJ: h39 [submission rr01SCTl4DGpPREZDv4V] Dowler Huxley: joe [submission tiRcskie3i0yLoauQNvI] victor: s62 [submission gmgqDjMxDnp6cVw6qg0m] Yuhao Wang: sn05_kernel0125_cf_20260919 [submission Zw7fkA2soxMxiS7AoGfN] qian: candidate-013 [submission tKZzwKvXocAUQFsq4qvf] Lei Huang: pred_conf [submission CicXcmFwto9PSeU4uT5m] T-Yang: dl_v2_real13 [submission vXns8ZoqkVuf6Gbj0FS9] Mariusz Walkiewicz: Mackenzie Collie [submission QptQx4j7qXI2vZUhWJ23] Jiale Zheng: DE Aware Alpha012 Prop [submission FoupQsl9RdrHh8HTt1gj] Mike Ogilvy: CellAwareGEARS-enhanced-v2-dynamic-edge [submission NjGtnxkwqqSWUa7kIG2Y] Yaoyun Zhang: bm-trial19-amp3-ontarget-v1 [submission no4BRHS2c9nfaPXpMKA4] vgrozd: Baseline knockdown benchmark 1 [submission o6VzzJ8y8T6xMGCbTfGS] xiaoyan chen: TT Bio [submission 0uFU0ccqEDw6SMvIzAjF] GREAT: Delta-Half-Probe [submission dJC34RI34ccPpjIkTTgg] sddp: entry-d66ce97b [submission A5HURVlWnXHXSy7aSuGv] yj zhao: StateFlow V4 joint 20260918 [submission 0mQDMxWESRfguUIHDZsT] Jimmy An: r62635ad [submission PPxfIvMZkeu4XqCHec8H] kerai: fold-change base (kappa=0.1) on K562-gwps same-gene delta, 272/300 covered, multinomial render at empirical library sizes [submission PeEZ5YW4aJ7GpPt4sUUs] Biory: v59b-5s [submission 8GA7rZ27Ob8Bo6zBMNGp] Exaforge Labs: Cellshift [submission qb8uIYS0xk8opOCclKm4] Cyan Ding: xline evidence gate z0=5 p=4 (K562+HCT116+HEK293T), anchored sampler [submission gkxThPb2u6opHMJfVOqc] Chen Yang: denoisedSelfMem_k500_a120_nokd [submission 8QKjhHHJp8tEy47aNirD] fan li: FL.Atlas.Fifth.Harbor [submission nxAMk2y0LACfEXW3XgGm] kaiyuan Guo: KV_D58 [submission e3nBVcZVDcp2PphF8WTs] V5: fus30c07 [submission rLvZexcqdSM8cxxwxJAq] Junyan Chen: FreqHarbor21 [submission nPdFuaBWvPPyjWzzvUrX] Rafał Możdżonek: px-42 [submission 9iTzQCXGrImEo0zF09vc] BT: PCA512-CT-STRING-SIGNOR-NeuralGen-260911 [submission u7CaGLQW6oZEGq3RkFnS] AIplz: M6.1.1 [submission rlU43jzay66Ns2qgPP6V] Abd Ali: context-transfer-v2 [submission bWFnPJGBkBdXI0UGh20h] 黄龙: pred_g06pc [submission vS6wdKxLvlVfeSuRUSey] Gia Khang Tạ: v2 initial submission: prior-dominant MoE release with breadth calibration and a live-scored level-3 tuned E2m emitter [submission KWjZr5XxaVD3iLn5duDz] Dunpeng Cai: Virtual-Cell-Go hybrid-v3 [submission a1gq2QuGopAi9Odc7scK] 林克da魔王: 西诺克斯0914e [submission cvQxAQTzGKs2JzEZVnyI] Jip Wulffele: baseline_v0 [submission Cpmx1lk3b9Uabvrg2lq4] qxd: xdfg0906 [submission 83B932fjCUXycYjzFgTs] 邱晨: scBIG VCC2026 H1+Jiang HVG5807 K64 M16 [submission R9QjwX7fRXd7QE70yaTf] Y-Lab: context_response_r0_family_equal_v1 [submission rJEIkZGNesCE6RoS3SnJ] KUBIG: Orion HCT116 only, gemma3 2.26B, 48k steps, H1 val [submission prkpI0muVnLY925ELocQ] Shaoming Duan: AtlasShift-TargetGate-FengBC-v2-Resubmit [submission E3fkqIadzFPKBnXaPlDB] UNC Molecular Modeling Lab: Level3 v1: four-context training [submission WgV2bmsCgwnfN1AKejQx] s007: trial [submission NUQcidTG4ybWb4sdY2O6] LEANDRO YU JIN LIANG: State-A 2025 transfer s42 v1 [submission OszXzRrmoRq3IdK9Vldg] Let's Try Hard: iTryHard Mk 5 [submission wvGEkX2Kvvs4nPvIBxsG] Prot4D: C: A recipe (hct-cap15, a0.5 b1.5) + POOL2 cross-line transfer w1.0 — one factor vs entry A [submission 5h25ac6S7PFGG5BCQtaN] JianChi Mei: run-38 [submission uFs8mt9d1LcG4f82F9s2] RDS-CSI: p3-3lc-hyb [submission iCwK5bCtdS1Utldix3g2] Ideoscopic: spectral [submission wJQ9xLOUshxcCJEyrytr] MetaLearner: toy2_3.80 [submission EF7s2sjq6Aoi4vLcYrJr] ice: v4 [submission FvchggjRJmMR1GXI3Jql] YANG Emily: CDX015 fixed A gene totals BC exact [submission dvtqIa3JcTjnvyJWCWVJ] As their bodies, sensually yearned to be united, he kissed her, and she yielded for a few moments: Rickover v13 [submission 4Ehk3TN4FuXp3unuoDRd] 毅 张: pipeline test [submission 5AwxqQ8BVUeXIjmZMHF6] abobo: V15 [submission N8871kkEJpVUaGiuMkrl] Amin Nami: co-expression sign prior, K=500 alpha=0.3 [submission DuXcxcdxS5PB9mGFfdTh] Rafael: H040 multi-atlas moment-emitter RMS0.15 ABC [submission 45U6vVIlecQtjKXKWS34] zhiqing qin: sample36 [submission uRTPPEmiqYcQJL6zGM3W] Forrest Sheldon: shifted-control (H1 global axis) [submission jRO2BVwofsznQgIy2Jw3] 777: m7 [submission xTnepHMvPm0uR1p9HxKd] ITHACA ZERO: test4 [submission xHF92nlFv44BYc8Mu86b] haoxuan Li: yhao_v3 [submission F5jaKIvwPOKoU4h1VCGC] SIG26: nxkBIG [submission AVKdqN3j6Lr3v6Qd5SYs] Madman: V9a-filler-amp072 [submission UFFYn0SfqNlHaQwUFIS6] Jianhua Wang: protein-coexpression-confidence-responder-v4 [submission jtxVXhB0caENPva952tL] 书斌 曹: 12345622 [submission IzyLNyr1dgtFodpdoM9Q] Kyle: scGANT full-data + pert-head fine-tuned on VCC2025 H1, zero-shot v2 [submission VUkP2GSRpKKmjwhFMx3j] zeng shirong: lingshu-vcc2026-cell-embed-deloss-epoch10 [submission O2K2YhYiOhoZcnLFuM4c] XiYue Stone: my model v3 [submission yIj7Ek4B8FkfIlFVUDKk] yunie: Model v4 [submission 1Y4rD0TXIFyOu1wbPe5o] HuYefan: metric-hacker-v80-power2-pds [submission UoMY1kXIx3NJjFXMOmgW] Jonny: pu0x37 [submission vhJ0XVLE3WAcpxsl70cX] Garrrbage: --- [submission FLR83aZdJ5A3RGaEKnBX] Gru: Larry-v023 [submission Gfj4Qb7CSIxdtXSWw1Gr] Rapunzel: A17 [submission g8BmxQ02imYAmc0WPG9w] CCNC: zk8m [submission dga3i4NKIK5OYcyMeTMI] YaoyaoZhang_Lab: B1 context-only: same 400 representative control cells per target, stratified by library size [submission 7BHvjRBFMD1dEkN9HKgr] Rafał P: dummy [submission kpRUx5bl9iqMBYlo7BC9] junyan Bu: STATE ST paired-delta 8000 calibrated v1 [submission gYEStm0zBNYwi9cfCu5R] Uiyun Kim: p-dart [submission uXMo0GAVbvEt23vNQwVN] shihuan Luo: causalvcc-hct116-auxiliary [submission ZeeuGYOoDhdpcGbt3MIp] The Interventionists: lasso-comb [submission O8comN53GeL0R1Vy9Gzu] Taixing Qiu: sample [submission 7HsFDP3Z4gp89YykLK7r] Silver Labs: vCell [submission NtRaNqTXH8PpxfyVu2Hn] jinge wu: aspen_45 [submission zQrVDt8gtKBHtH1naeUO] Qi Chen: abl-amp10 [submission qHujNFa9mAv4jGcgerAN] CellMind: baseline0916 v2 [submission xZMHYsL0AVQKHf9pAoir] ACells: model_0010: model_0010: per-context sources (A=base3, B/C=+h1) [submission UAX95YHNUl5ecVLN5Msb] ZM: Regularized effect transfer v1 [submission v3kBW41ScYfX2kZ4KHkj] Will Blair: exact-control-b0-v1 [submission N6t38fpeTJsdBf1JCLb3] scTRION: 260916_pseudobulk_compass_hybrid [submission 9Qx0mc7So5hQjzrWKnrf] black_handsome_egg: zhihuidan_hybrid_v58 [submission w6WFIXyQxngZDA7vWiDG] fangyi chen chen: abl-cs15 [submission jMmNArH8jiZx0dsRiO4q] AdanR: PellaV4 [submission SUzzpmgaYJUBPpVdKyt1] DD: parallax-axis48-ramp040-s1152-f0125-seed7 [submission 8PDIXU6dihnnpFgWoJf6] Advaita Labs: E_primary_v4_cd4 [submission puFqG6j9MoWVEbtPT1La] Cas9cade: replogle-k562-delta-transfer [submission cXp3NQgmS5mDAN1AOD0J] phillipnicol: Model 1.0 [submission P0RuesS9KXSsjc7FaSt4] ZEYU BAI: m0: resampled control cells, no perturbation effect (pipeline baseline) [submission oSragNt8owBP4w4AGzju] Gouthamrajan Nadarajan: baseline model [submission 8vAW7KjxI216lSq1lY0u] t w: baseline_v1 [submission 9eLEyudXgnrbjEBaCJeK] buzzer beater: S1-ratio-uncentered-fast001 [submission FP0IgMUhi8zYcJxwJJMX] Logan: ln-23 [submission NCU16gJWejcQt54zduWa] CCSC: basis-v14 [submission DZwiGi8wQKGJ01LtdNWO] Arinze: cello-v4-simplecounts [submission ZOcXiyb6FuoXPqKX8rXB] Qingjing-AI: Qingjing-AI v41 [submission iCQfExd3zLBNimiUAayL] Leo: (STACK+ccfa1ee7) [submission eTUlW3tmkJJzVdl57xNP] Jason: Support-Calibrated Consensus v1 [submission lxBrPgvVVCZ1q1Rs0FfB] Robin Sayar: arch-inspect-sample (pipeline test) [submission LOyPmvvpeKbQBxV9YsWH] 机器复习: fw2 source-weight fusion (magnitude-calibrated) [submission 6PWmGgAN2fv5Zt39B1o6] 小桥细胞养殖基地: STATE VCC300 shared-batch effect best step48194 [submission PFU7VZnT7cPdtUtKTyRA] Zemin Li: m5e [submission pIrGle7mKqmAJ0NkISji] li wang: v20260917b [submission T26Jk7oN06WHRv95ssym] YAWENG FENG: dlm15_s025 [submission RpqkiES2B59o4ytb3BcM] CarlosVM: cvm-v14 [submission zKh04tHJisBW2PCyXg0R] DangerouslyFree: daily_20260913_official_2 [submission Cy4kvppSOgN7uAm7vX97] SpaceTrek: Paired-response-analog-v1 [submission LQXzJBHdu05ABYIiMCep] raft.bio: distinctive-programs2-permweight [submission 80XSonRLJJVfOZShUG8U] 思凯 黄: prism-v3f-fixedlib: 3-source transfer (K562/RPE1/HepG2) + NB counts - frozen best config, resubmit for final-round baseline [submission MnO3IDqAlf5DSMetLMoF] ElricBrothers: vcc2026-30-20260911T130030Z [submission K0QAiPLYteJrdgolCtuN] NienieのPan: scBaseCount-knowledge-PDSopt-a0.05-k256-v1 [submission goEXTeOBH3CvkL0yMBQR] BioFarmer: M15-3 [submission 5cdfco8ehjgoOxH8U92E] Masagon: entry-20260913-114629 [submission IgI7tJdhZ5AdiaY7REX9] gugugaga: SER-6aefn-repro [submission KhjpHk9gcy9AoL10k3ik] 细胞解码: control+coex0.4+targetKD(full) [submission 5bTb7nnS4brhmLmkWVfl] ZNHM: k562-qc-shrunk-v0 [submission YyYbyefUpXhjp8xJinUV] Udi Ngethe: kytos-k015-lowrank-r256 [submission eKgWcwzfjkJAyT8vEE5i] Chaak Ching Tsoi: VAE2 5-cell-line CVAE gauss/mse beta1e-3 [submission aDSWEp1xWFVP5tcvKkbA] 机器比我会学习: Version-08 [submission pKQx1kpbQ080nTYTGtZF] Jiyu Yang: AmpScale-V_D-x1.5-resubmit-20260918 [submission A9vlKLmwxrnLLuv58oSJ] Sabik (Eta Ophiuchi): MHVCC_26_0918_24 [submission KqQVmLFSxW5g6zuTyq9X] 郭润楠 郭: m9050 [submission ZEGKEruCZnlxKkZnssqn] YuFei ZHAN: STATE stochastic 20k best [submission 1W4RSxiOjVJFf5TrMCxI] Paulo Henrique Andrade de Oliveira: CELLINP-Zero-V5MAX [submission JIKDEYuBn0LlZB1EFlmF] Max: GWPS frozen residual half0.5 seed0 [submission j84GCDjaOKiI4bLRtSlV] Avigyan Sinha: ministate_v3 all-pairs ckpt, pooled src, normmatch emit, ctx UNK (no de-anon prior) [submission bgAmeFwrNUfpYmO8RHgR] Jia: DIRECT-SLOTS32-FULLAXIS-20260918-R1 [submission kErYMvhAjVWVvnNMVXZ0] chenlab-aivc: mafuse-cd4-s035 [submission x1GOXS6xQYwS4AqDfBFP] Potentia: PotentiaFlow-SchemeB-v2-alpha1.0 [submission AjS2STFj8jx0piGeF2LP] wkk: prediction_mean_delta 0909 [submission MwU2Fw5Iay2bZEfVkDpM] Kuangqin Chen: pipeline-test [submission iqY5UcnJkeCZBtG3JnXX] yufii Yu: context-resample-target0 baseline [submission uVo7zIdcwxuD3drEe2Wk] Wenbo Zhang: B0_control_bootstrap_s17_v1 [submission 0vCaDj5uaucCmsv4g7Hs] surajp: geneembed-ensemble [submission XkVzbblPDRSFUdnlztet] jiajun chen: neural_donor_nu [submission iOhKOVHET7cjuFMAey5o] Jessica Jiang: YL_B27 [submission VCFnHfksxkqsUhYMTERS] biointerest: DSpinRegularizedGraphTransformerV1 [submission 9CHO0bx78AWLGe2SLB8P] Sam Duan: sd-er3 [submission LOYLzPuJs8PcShQ8bPsg] 정 서진: m-187ae95b71d1fd8be4fa [submission 518tIuKdhhvvCQpdIVGP] Shengzhi Chen: test [submission 3JJhKoB1miai6xml5Nfa] WEILU LI: v6_transfer_test [submission Nky2GvVQPN0VpYklVCVa] Zhen Hu: my model v0 [submission 1Q9TECu7nrcGfmkXV0aG] Ian Driver: geoatlas-v8.4 [submission ctqfBeZnK1D2ah0jte53] lixiaoxi: fenghouqimenv1 [submission 6jQXMOSsFk1MtHFJXE2B] Anagha Iyer: Arm1 coverage: top_k=5000 (was 700), K=100 alpha=0.35 gamma=0.5 f=0.15 k_sigma=0 sign=+1 [submission 18dfSqFjGZ8uL03dAiZI] wangzhonghan wang: BaseControl context mean baseline (top-300 sparse) [submission CRXrNBBAS0SqHQUlch5N] Fei: log1pcpm_top10L3_clean_6src [submission brWNnmgA5L17lKlHo1kN] Hualuo Pang: zscore_6src_pds6_a10 [submission 013ZDRPd06pr5C3caL9A] Mariusz Kurman: ccpsm_v4 [submission JhLMITTNxMpqTk0Q0MwK] Zizhang Li: baseline-v2 [submission 4L4PhmPAGbr8uahG4KPj] cqawesome: m0922b_valpins_m03 [submission E2fqRNEv3JZyi7qX4ozM] Arkadiusz Baraniewicz: v20-depmap-lineage [submission 20J6nDz4fPmgsTtfNZCx] Egg tart: dan ta v5 [submission KqYjMnYJZogmOWZvEvP5] HK: cp-004 [submission zpv5rK8rp1VwMfXfPtkV] Xiansu Nie: zhongshan_scmodel_v4-arch-raw-mask [submission duKE331oRVZHqpZQDpXa] AlphaBio: shrink a0.5 k2000 (a_eff~0.6): direction-preserving magnitude shrink of v10p to fix mse=0 [submission nOl3fd9xOOTwMFKX47X2] Target Vector LTD: raw-bulk-v23-iid-kaggle-transfer-test [submission t7wfcESRLF0swJcY3ma0] haojie Wang: 0910v3-alpha05 [submission sJltAVursWwqybJSlYKj] Happy: occam combo dcos0.1+dpri16 s42 essh1 ep7 cal+cdel+a0.1 nb50k exactcolsum [submission GYJu5EOwKjHMDV39W1DF] Dr.Copper: DrCopper-V2 [submission wKhrn5gUg9Pd1DTuL2Dy] Agon: xa3-abst-gamma1.0 [submission kvpn73WxvW57CYcQyzRW] SQ W: sq-0919a [submission SK9gfiBRgTSo1RcXSy9Y] drizzle: Novaa-12 [submission Spnf2IC7hlB35hbfcOkQ] XiangChun Wang: TxPert-xcell-GAT-public-checkpoint-v1 [submission Qg5Wju7HSbKkoAKOKWTW] 姜成程 姜: m9020 [submission uZQbmLwm2q7ULmL01Kjk] MA Zonghao: Mars_AI_CityU [submission gP1ixjHI9cpo7iFFJAkc] Pengwei Sun: shared-ctrl-ontarget-kd-v2 [submission hrfuonkGO4RTP9VY9QO4] lameyi: VCC v2 for the LOLZ [submission oJrCVr3qjcjm0XailAqb] mbs: quartz-exact-reproduction-v1 [submission y6buLiDBRrbWb295x5JI] nailong king: nailong [submission 1kavtqSHt3yvUQP6tnNb] Malthe Louis Weisdorf: TriModel-MultiAtlas-Replogle-v4 [submission Gkthcw6QGLikvbv6sczA] wang mengying: KP_baseline_repo [submission CsCls7hQISEo9qeUfpTm] PP: MLHarness-n0011-trainval300 [submission SPpRa9lomAeeCuQ0fnKF] Yunke Zhang: own-or-fuse-v1 [submission 6lv1L9bfOjQopxPfX53A] weiheng liu: state-gwps-v2-hybrid [submission ttadAGAYBghUMQjwPbrA] Krzysztof Krakowiak: ASHRINK-G080 [submission QzVr20JqZ4AQ0z3nP3sT] Apex: STAT-DECODE-replica-K562only-6K-disp10-amp05 [submission RWsXALqqKv9ajrOSWwqE] Yuxuan Wang: model123526 [submission MzijQJlKFNdgCPDiXgmu] QOBRA: QOBRA-VC [submission aKwC3DwHZOIT2HMlReA8] 侯 王: CellFlow-Norman-baseline [submission Oxr40MIuNwhMN1IJPVDy] Cloudberry: v007b: v005d recipe (2x GBM no-HEK293T, top-3000, floor 0.25) with exact-pseudobulk matched emission [submission uU7xKVGMsk7y9WcQcVVB] Bingzhe Jiang: p1mag [submission dnAQszyMMrzwLFxEMi8s] CellMind Collective: LOOFactor-r5-v1 [submission sUKb4H23z8pf8Yvpc83z] wuki-creator: MagWorld H1 v13 sparse ensemble [submission 3skG7PvWaMhMw2gsEEAQ] DeltaE: phase83_gene_trust_thr05 [submission lpPVL3pMRENpVdBn3rEn] ax: ax-v2 [submission NmAsDFdUZZ9VsFBMqVdK] XiaoEn Yang: v67 seed888 ps1.4 [submission HDR4pQxSacvlyBlYGMmb] Xiaoyan Li: baseline0: control resample (pipeline test) [submission yvjVZu63c5ely4Oda4hC] aaaaaaa: S001_knn_v0 [submission nBpKReE2Zxa60e5Tmig7] Fernando Rodrigues: V2_todos_restore [submission oaiwevbueRab01Kx9O3f] newlife: NewLife-41 [submission KVQ48pSOhAo41FHHNsv8] wenyi zhao: esm2-ensemble3-v3 [submission 5vhFlQaRSP2SoKQpylwd] bluefin: 0916a [submission Iztf2TUHTW6lBcZulbjY] Yuzhu Shi: Bamboo [submission Lptu3jVl7p6Eim0xg2N9] Sutra Loop: S7: KD=0.15 (locked) + noise_scale=0.7 [submission HCSqbjAslJuhXzwM7ksC] CSBL2: v53 [submission jnYYfbr9suOJBOHw5HdC] Anna Xie (ゆい): M13 [submission chqZ0I3VJpn7xT9exAvb] V2: ARC2026 production model checkpoint 15650 [submission n8TzWtlYIQYTZsfyVLWF] Eash: Eash-R30 [submission FVqePz8Lww6EGcHRVRBp] Frazer: mlookup [submission sXwq6SkRif9jCTD8kcrI] 武加宁 武: m9110 [submission edcitFIzcqTmp1m146qc] kangrui du: MODEL [submission 93xzHcSKGh96HOy5jmBy] Ura-silly Goose: s10-colexact [submission 1Xb0t66UjpYk0KNzyi8M] honglei li: 2tmzuen5jonh [submission qF3UdbSVUjPEmi6u3HLn] 2333: blend-destmemb-sclong [submission YryVF8SAQUpXZnwzPNMg] ShiLab: GEARS K562 context v2 [submission fcfKvWpKGLMK0z9S4fca] Josex2: target-ratio-transfer [submission YXXi3bIhsqnINz0mKimG] Dongmei Cui: dc-54 [submission 7tWKQBdU0Bww4CTnPXU8] Yusif Mukhtarov: Fusion v6 whitened + calibrated emission [submission pXs95SfP6glQWPL0BoIP] Meng Zhang: v4Old0910v3K5B100-20260918-2205 [submission k5yybSbta5CtePV1v0i9] NKCK: A_ep99_anc [submission bJxf5hF6u5EdjlCIfdU6] Purkinje: B2-All family-balanced v1 [submission 8mysCjzCkQaKUrMzO9JR] Avantika Utam: D25-PooledAttention-v1 [submission dRFKILNt3p8WQMtDa5dw] UWISC-BMI: v2.7 rb0 [submission ux3hAxfcfehUiOlAs9lb] Yongyan Wang: control-paste [submission BTnVuRZFERnH9RuKbqDY] Shuo Chen: geogron-AI-V15 [submission Jy3q4WMa6rMUY6j2AwKF] sian: multiplicative-kNN-perturbed-mean-hybrid [submission rXHadwlb57zerAMig4U6] scVCxb: scVCxb-GWPS-XAtlas-Tian-support5000-exact-preserve-20260830 [submission rYOWEPREhK3P9ovCTXxT] No.89757: candidate_0917b [submission ExOc9mnOWYCclhjywVEE] Jieqi Huang: v5F6PairedDeltaSB-20260919-1802 [submission qq9FGlrVIOe5XRW5ryQH] liang zuan: HybridAStableTopCellBC-20260914-v10 [submission gaZrEjGfgsejnfyUSrE2] Ding Yang Wang: withtheflow [submission BTrlUctJxTOhrboF54MH] UM: model-20260914-1443 [submission 1Ffxml0njZRq3hpp5FZO] Andrew Liu: AL-7987 [submission RHTQMpRFsxXTD208xBL7] ElNino: mix_big13_L2s_a05 [submission MWQDzGH6SsFNVxvWmOXs] xie changjun: m9000 [submission mxLBG7T3ERhalQbBswSC] hopeyourich: hope03 [submission wtU1NGafLcVjgiSM8nSo] Long: K562 same-perturbation lfc transfer (unit-converted) [submission 7bzEcjmHsskmifgAhCOx] MAGUS.PhAI: PertLink-StatBasicKMeansHVG [submission cPvnG8zUh705SsZgfJy8] Huihui Shi: LUCA-CELL [submission n0CPgUyF8t9ZMTDT3qiE] Wenxuan Tong: SCP-Pro-CD4-AbsBin-DEW10-11200-query [submission QLpMHR3Zst0k7lGryiMU] Shenping Wang: multi-dataset conservative ensemble [submission 2bY0dvi7DKWA0yX252JK] Chaehyun Kim: Stack alpha 0.02 baseline [submission ODHTRlSdK13Qacgws4Ny] XS Ma: Context-adapted pseudobulk log-FC transfer with source similarity, uncertainty shrinkage, and target-control count generation [submission mulam8es8HZ70dJ7SfVy] virtual credit card: gene-ivw-fixed55-s15-v117 [submission D9Qr5ZXFmevE7DLBum96] I'm top1: baseline72 source-trained DE membership rank on baseline47 [submission wKptOXtdOXaAC2yO43yU] myz: CCB [submission KX4ME4WX6usoueaN8s5e] Lao Da: state-st-small-local-v1 [submission zP2Bk9iCaZS1TMm6UqFU] arrrhh: linear_ridge 2026 [submission 2bKLyaY2cpLBZpnlN3JE] Ela K: dummy [submission NfSHLws0y9mw5JhPFjoC] Ming-Chang Chiu: exp005-pool2-amplitude075 [submission 26YI3jJ2tUN8jdSeVDKZ] Watermelon Lu: wl-gen-E20260919_005 [submission rjrsQOzpbepYH355OFeA] Doufen: blend-destmemb-sclong [submission 5ZA7eYliXuqKxooKB5y7] nkbio: random model [submission ih8tvy807NJtCvAEmzDS] Subin An: BayesVC V111 [submission B19Pdg9lErhEFm0nd2kJ] Amy: phase2 v9: scale=2.5, soft-width=2.0, pooled K562+H1, NB emission [submission xkJSPCrdDoHGTSNCTlib] mito XU: v5_context_aware_best [submission RPSnIoWkdDohuFDEql37] LAP: Mixed Model [submission V13DSpEVmlRffebnNFpT] Layne Wong: gram-whiten a0.25 + gamma 1.5 [submission NQx0XVeIB0ByuM4MlT8q] Semantic‑Topological Attractor: STA-TWCE-v5-Waddington [submission wBX3FtNPuF3PXjWV7nFQ] Lijiayu Deng: State-GenePT-v001-panel-counts [submission vUSQaMGSF6bXuCMEYu18] Cellular Minds: pipeline test [submission t2u4VDLr6d4aiBMnRQF7] KunHao Liang: model123532 [submission o8h41ClccK4IvF1OBYDk] GISL: GISL v46 [submission yQFR57Snu4jhl5dFl5Kp] Richard Wu: eager-otter [submission Ebsyr3dh3iFxqiMOhXU7] MJ: S09-cross-context-gene-transformer-v1 [submission RM8AAAhpkCJCHzEBAB2a] HANYOUNG JEONG: VC-Nova-v9 [submission ZMZxivoESeVLe8S7mNX6] rocket-team: submission-v1 [submission IWmMB4ht79GkMS8TI75F] Aqua: aqua-alpha2 [submission 7dQg1qhgItb352P0MZH8] Primordia: init [submission 7qykVpd8mQwItcVV3Qg4] Cascais Cell Club: h1-global-response-baseline [submission YxzFnE8BDUIfmrP1n4uF] VenusCell: VenusCell xfer_v2 (all-cell similarity-weighted transfer) [submission eMzsdAWQxPtfO2e0Shlq] penguin: VCC2026_BASELINE_HISTORICAL_REPLAY [submission erfaOcsGB5CHwgpa3SXQ] yi han: B14-Dual-Cambrian-PPI-NB [submission TErgEkjd2fw3j2O8aDbj] KQV: v1b_hsrc_f3calrr [submission gcNMx1BsSAM9fIBw2kto] qikun zhao: TabICL-XAtlas-Residual-v1 [submission P948ZvXxF1XqcmHR1kPy] Sidechain: Sidechain SER-7abefn [submission aqijjlyiewVouYIsz3AW] ZenChaos: stack-zeroshot-ratio [submission bhEEyIrh9QBlUf1IPpHl] Cell Rules: 260911_v1 [submission av8RyI6moN3PmOKDp91R] Khanh Nguyen: Arc-STATE-baseline-v1 [submission jACV1avJMLtZvNBU61Uj] SynAT.Viz: delta model v1 [submission YSUv6nUIRXUgZtyaA0KC] S.E: run-38 [submission KLISjQFvHjs3j4pvnqQi] HF: HH-0091 [submission 7DRICkld0A5xqKFMkmJq] Swamy Vijayan: Zafrens V71-01 [submission OXFjA3GrQcQEk6pKQqXX] JHL: 0001 [submission NgppoNtPYOx5E8KP631l] Stuart: Neris-f251b1c8444b [submission FPkN08O3gTJKpgPVsI0s] sunny: codex-012-kolf-pooled-k562fold [submission DrYoLE6ZMTrZTCHnGVbk] Reilly Lab: vcc-91068e6b [submission 22weXrKizG93xBqb1HzU] Kyle Kimler: E015 E010 shared-background subtraction 50% [submission wcveHczXLNXngQXdBG4L] Weihua Zheng: GenePT-feature v5 (clip-delta) [submission BKbfvoGmJP1UTrXd4OWB] kamatama: test [submission FdVnkDyx2DFJTfjCcoNf] Liaoyi Xu: xfer-v18-alpha2.0 [submission KIXMZcCewuxYjOMyBolH] EverycellEverywhere: delta_lookup lambda=1 + stochastic rounding (H1 +0.1857, RPE1 +0.1148) [submission saZaVwHgqYMJzK97keUy] ZZJ: r22e11gt [submission HVlV0wSAjCiNV8cliCbs] Anda: Anda-V31 [submission W1hIOIhf5rIbFCtahNcR] Meilin Yen: scuffed baseline [submission pDqjGfyku9Bb2TxkxjwM] enough1: enough1-v28-orion-bc [submission ftQiY83yMa2Zm29LYiOM] NiuCome: tier8: 3-source shrinkage, gain 6.4, exact-mean decode [submission oxJTS4zYECBKZ28BJ7kM] Mykola Kolesnykov: TAYA-10 [submission CvgUwzAhrP2qSiGjz9P9] Q Zhao: E_primary_v7 [submission fublo6ytkrVCXMr8DdRc] WeCell: SFA3_HCT116_median_A3_donor_stability_seed42_WeCell [submission OE9hNpO8rNQwYHspCma0] Albert Williams: pacmon_sharpen_l50 [submission 4AOdaaKHWu9AqSOzCwSn] 下xue天: all7_trig_f1_20260915 [submission rMJ3gfpfBkeqt24Pd9iL] Ceremorphic: v4 [submission f1d649b8fvs1yJGBOzrW] DipMind: KIMCHI-7 [submission puIbGx8HOANfHsGYIRFN] 为中国科技崛起而比赛: Lingshu-context-bridge-139 [submission g5HfiUv9JIpLdObVT21R] Renuka Bellad: mb [submission iW2EoQapHVfcMkdx0RAp] 雨瑄 孙: m9080 [submission 199TqqZNe9bUMySJlmWl] Xinyuan Liu: vcworld_select [submission kxTRCDWLhBnBFCPTuL1W] kai zhang2: 26-kz-15 [submission YybADYB3qWaCN9hLZsuK] Moonshot: vc_model_09 [submission 0k3l3kC2cXSavqHziOKW] Kaipeng Zheng: AtlasShift [submission 318X3HvWO3TQHh2izR2B] Jc: alpha25_seed4_balancedmean_lowm075_B32_riskpool1024_v1 [submission Qyz9GKFrRCettu4mqAWa] Ayush Mittal: noumenal-b1-direct-knockdown [submission lV2cjOjQQmIpg4NVj8AH] Basal Instinct: Instinct v1.7 [submission 9IZ3NcWHylfQZEBPiWsv] cccccc: extpert-mlp-v1 [submission ooM3L3CzauqcnNSjq4xH] VCForge: new_line_1 [submission o4J3KC051yctekEyoOZr] kingcrocodil: variantG [submission bQrYxYm561TCTN7jbIC8] WingFoiler: random baseline v2 [submission xSb8YLmkHrCIi4CU72Uj] Petit Fan: SixAligned_SrcTransfer_v1 [submission nuSiFIlJJHfgdqFlwDhr] random seed: M-s Uniform Delta [submission l6c3quyLyvnToASOTdWS] Gladstone Bioinfo Core: mean-response baseline [submission ylXFanYqAk2HApKmMqiq] Cape May Collective: M2 Candidate A [submission 5CVXLqkeN43gkklLXoK0] kriagr: STEER [submission BqVxSIxC1hZo0fvP4U8m] 변희근 Byun: m-c7220d0045a44ad6f165 [submission Xb5EJIeWsSGZcChzAv03] Zachary Ruhe: test model 3 [submission JPrOEplU22BQLE0U9aFY] Yingxu Wang: phs: s50 (a1 pin-add) + hole_scale 0.15 -- single-variable test of the hole amplitude knob [submission v8PSD8DtytVOnAI0CdI4] YEAHSCIENCE: context-similarity-rounded-v1 [submission AcVIah8HYKzTpCTD6VOW] Danis Lisa: n26-g7-b8 [submission qRAaXxWOdfVBORbgN269] Changmin Bae: m-69fa8ae85638f6f7004c [submission CFxsiEsEelnfzgDc3RYz] YUNCHEOL SHIN: Trident 0.5 [submission S1H1uur8HQkDuVUPAc4M] Dadhich: coexp toy-model: per-context co-expression from own control cells [submission nCJYCfD6qJT0zxOyUTEi] You: anchor01-mu-poisson [submission 6x7pO3P65yOdLKmzi8Sp] tydymy: promoter-neighbour-f015 [submission WCDbgKyl4Z0azUi8lgcK] OmicsMan: R72_BudgetGated [submission aOXk0huJaVuEo8t7Ad3I] Shaoqing Duan: model123533 [submission V7rGTyPlbAbebImmZjQr] Schrödinger:Los Gatos Hermanos: Peridot-249 [submission iUJntDyH8VVqM9jjgLRU] cellico.bio: cloudmer-nochange-context-v1 [submission xNnS2Q7NA7moh3aM6iOY] tomo: test6 [submission fBa67W1uR5CxGQaRMl0g] TJUBD: SUB-0033 [submission WpmrDk9VGqevAok09V4t] bao: v1 [submission so0sNMorum9st3ljzTkU] BrianGriffin: r23bebe6 [submission NeUC33CCOjexABQWAAJM] Xinyu Liu: GO Top-1 KNN DeltaX (pairwise match 0.18) [submission r2k64GHJgKYHBfwCIYo5] Qigong Li: hrblab-blend-consensus-w07 [submission HCEmjmaxd5meKvzWbTPW] JunChen: fix_base [submission 2dO9zg2CmoBaDiI3DEly] HaveFun: GCF-CTX1303-T-s1 [submission chgP4VgZGhSyQAh4sI9A] KSE-A: hybrid-linear-gwps [submission MkygCHS8agNJqDtANjt8] Those guys: unperturbed_plus_public_delta [submission uk9vvknHE79OmljG6b7G] Vu Mai: atlas-v1-repark-20260917 [submission ccv91Yj9SE0cX1mirPu9] Jiawen Liu: M500-newrefs-CD4-K562-HCT116-HEK293T [submission t4VaUs6rPMvIa1NqbzNJ] Qing Xiong: null zero_effect diagnostic 2026-09-07 [submission x5ND3i4hEzU1D9s9wioC] Yushan Peng: r85e02e6 [submission IYyvR3Y1GBiTrS2L0eMP] prasad: B1 rank-8 K562 PCA [submission joiWe2dlnSRnDMDviGdS] Zhenhua Chen: Orion Matched NB v1 [submission NKEIPTJ5NBifE3f7qXCI] Xiaodong Yang: W2 Joint Residual Only [submission ccDTTf1vq5RZ6MuBLH8V] YR Liu: S6 (current best): GWPS K562 genome-wide source, 272/300 panel coverage + Jurkat for the 28 uncovered [submission ZPLnSzpxlAKvTirYP8tV] Ethan Liu: context-h1-gated-v72 [submission xP0fHhTgoSjaHXoaC3vB] Luận Lương Văn: random-sample-test [submission kEgY29EROgqLpSYvotgk] Giu: v8_state_residual [submission wbInUvos9b4CouUm9XAH] 호빈 전: m-4c58c97231535ef355de [submission WeKoWhHv5wQkwA3iViJa] Yixuan Weng: Context uncertainty SER-RE 20260908 [submission 01CtUEjmLym8XWrEnCeT] dashuai: d-0917b [submission 5y6h8P7keo9ums88o1sN] Linchao He: Seen-context frozen target transfer A v1 [submission s17mcIA4GP2ma7NOSalB] Team Blood: Linear-context-transfer-v2 [submission yar5BJRksQioWB1nZf1L] AI uses too much water: k0_response_model_comparison_v1_difformer [submission kfjMZnHS88WJtOus55uQ] 子杰 易: Sidechain SER-4afn X-Atlas alpha1.25 gamma0.75 even v1 [submission ensEh0JAzDVrsPRD13m3] Srikanth Chandar: altest [submission 7DRhwtHFFCxDS4IiYrVq] jiaxin hu: linear-state-depth-abundance-v1 [submission Gn1SRfWjfqvBKk6WT0Wj] nodal: n3 [submission kvgqk9C55hb7YBtZLaA9] Luke Darcy: simple_syrup [submission 7Hs0TuRvOCLnidQsc88M] chen li: state_test [submission 1zkZZegzO98wrUvyJkj3] cao zhichuan: v4CalAnchor0910v3-20260919-0035 [submission n9bNtyAKBP7OLeabwmPg] Lingkuan Meng: gram-whiten a0.25 + gamma 1.4 [submission WYjtOKA7FNN6ph4FMZhX] DeSCOPE: scale [submission 1SZI9lHWQ2B2m8ZcFrde] out mamba: first submission [submission jtDNJt7gVmqXPxNogoJm] XRW: run-0919-b [submission Or26DcCxQroOQnNymoF3] Jiabao Zhu: r6x9p3n5 [submission KT1inGxolzRpy4o9ChAg] Xitai Liu: v5F3FullMask50K5-20260919-1423 [submission bu49XuOArHSf6H9BPSCl] Barkat Sikder: gene-informed-string-go-v3 [submission FjKfOchl6xzxcueSLASL] Emmett Bicker: wiener-global-v6 [submission JcaV2gFWAllLgaZSOyRY] Jialiang Xu: sample [submission J3okvI1OOdnU58wOcD3s] Liu: B1_H1_direct_transfer_25_alpha3.0 [submission j7X20k7KGdFpw8DkI8FO] Chong: 04 phi lora diverse controls [submission eFv1XdCYXIrISuW17z2s] Anton Thieme: entry-09 [submission rgr528rGgibLzOy6QUo1] Jingwen: pipeline-baseline-v0-top512-pseudobulk [submission Qo7pT5ItgP6lLCMwWQwR] CellWM: CellWM-46 [submission VNWMOULGmPeDSpcDKM4q] Hugo Jal: exploratory Ridge-PC external-prior baseline; non-promoted [submission jE44ReOrzfLuqRaWvCm6] ym liang: YM_T86 [submission no1DtVUPFoIxbzWG3MMy] xinyu zhang: NativeTransfer-10 [submission 00DrCAMfwxxYML3lW1yD] TigaCell: Complete-DERefine v1 A1: frozen 0.1557 backbone + family rank-consensus direction (non-learning) + signed 2x2 integer swaps [submission owdfa5GU3fAKfAm3g3Px] Pratham Mashruwala: v1 [submission rIchQPevv75gthWAcrpc] chenkbio: test-ens0 [submission 6lcfwCu2wLZq5Y2UmEn0] MS1234ms: MSO-22 [submission KfDCDhGOTxZB9Udh6Uyi] Alex Lévy: H166A C1 Common-Support Normalize [submission Fl39m5TyoIk6S9SSFgkC] Santiago Nicolas Ceron Dimate: RESPONDER-HYDRA-v2 [submission rW7U3XRuugtcz1DFVXeh] don't know,don't care: aqua-e006-cosine-20260914 [submission tv3iHJTNGYqI1KF1pq0N] Eric Walter: orion-ivw-amp1.8 [submission tGU8lPY4uuMoTeD7On9T] precal171: transfer_consensus #40 proxy=0.1966 [submission QqORD3I99iz3Cip64yBY] JamesLi: swift [submission XryTRmBAQAdQuvOHvUDn] CellDelta-XC: CellDelta-XC [submission D9MXOOwXz9Y7JeYEbCI7] mw: ctrl-resample + Replogle K562 LFC transfer [submission XyO7jFujRSgUcj5F7MDn] How Sweet: repro- v4.1 [submission MWI5asGBi47T5VmH4xIW] Haojun Yu: MODEL [submission h4X0f4E01WIf0BimLm6s] M5Lab: knn-transfer-v1 [submission Ba03sDojel5iG2i7ZN9J] The O: Amalgam 20260916 [submission niCUEhCZZLrDEhX1KG7w] LME: Model-v11.1-ArcState-AdaptiveGating [submission M9DkSYMrvCMqlp2lbfRX] Lc-Bio AILab: txpert_public_v3_exphormer_mg [submission 7Pr0YmoPgDIRtVB2sKa5] 永樟 谈: m8110 [submission CiJHyWnVw3hONalgXUpk] potato: S3-ratio-centered-plateau350 [submission 1W7ccve4e0Ijsi6KbgxQ] Register: vcc sample pipeline test [submission 7FMi0Wg1SnEJrDOMJ4qm] hello-cell: marlow [submission 1qIfBeVhMsOtlCPK6NBz] Mingyu Wang: Cross-context ReLU+diag recovery v1 [submission FsxlXgk7g1kpM1tstixM] Ren Jiangling: v66 v31 sampling-seed9999 [submission CkMzt7VBkOdvUVEpZEKH] Evidoa.com: astra-e1s25-cd4A-srr-wrep3-20260916 [submission Kvt8ogeIRnE0tIbAWsbN] TH: nb001_context_mean_baseline [submission 764xgM7xmyMfXkUHwehh] Yongfeng Zhao: gwps_raw_v1 [submission z2aJqeHif7hM4SNmfOqE] Cute Bo: KillCell v0.2 [submission bJbdQo4EsUAmk1OPcD5c] em2.bio: ATHENA_2.8 [submission CIQhDIShWHXIvRPH1GSu] Heesun Choi: Run-026 [submission m9HtrJJUcJHzHjLMJKKm] dh: aqua-e009-learned-rebase-round-20260914 [submission 4PodieGr8rcqaU9Latu1] wu yl: h35 [submission 7i56MW4007Hwl5mW624z] Genomic Intelligence: Biomni v1 GENA-LM [submission E69JdmF9vgqt6LP4ptd0] ikun: vcc [submission djVQUMxNoRaIwcm6d4Iu] manyu li: three-source-replogle-amplitude025-median01-2026-08-25 [submission gz1EycaJp3BjfWBwWkNB] Littletree: control expression baseline [submission oSFiMPMAygIgFJ6VPktP] YJN: gwps-npred-calibrated [submission R78El9c53FIzGSWiyW1r] Karan Nanda: lfc-transfer-3line-cellsqrt-rw5x [submission P4tFNTGW5nlzqXtSeHqT] ravit: sample pipeline test - vcc sample, seed 20260910 [submission Zk4iGcRaBpLw90ektZyR] Gliese LU: atlas-transfer-4source-adaptive [submission RfDvhR9XNKi2VUfNJjZ4] PRIB AI: Empirical Context Model v1 [submission 2xq4lmeHd1FikNQsg3v6] Labacc: bioM-S18-EQFAM-F15-K3 [submission fJCXAigPfML8MHclDg9w] Huang Chen: m9040 [submission aqBMs2HKXjcyVS4ldGxx] Anthony Jordon: Marvosa HCL V44 Validation [submission lW8CjiDvJKOHrLgMZXgE] ChaoticNeutral: state34k-esmc600m-frozen-wide-head2000-s64-v1 [submission mUr95lxP9ZGghjoRAt0K] Yifang Zhang: M2 static B4 transfer (C.2 MAIN, expected_int) [submission WOWLFHbs5qs4ShUdZZT0] she qi: abl-ac10amp075 [submission AR8GymGuJUYMGdLxHrq1] Pi chu: lingshu-vcc2026-scheme2-weighted-rd-ep20 [submission ngVvDclYEKA7alGnUTIB] luffy: r2c15det_h1fam [submission ZeV7usVzcim3CjmagJO4] World Tree: v10 [submission OF476DSxptVmw1YYi6ZU] Joonyoung Kwon: lookup: K562 observed, alpha 1.2, no truncation [submission mePi0lekKd9eA8iFQpev] PROSPECTor: PROSPECTor Polaris v1 causal programs hybrid [submission agdpueE0CIHLIwW1rmH7] CSBL: cellot_sched_20260918_sat2_c71_full_anchor_gain18_20260916 [submission qvmRyKq84PLCkrtojOfc] Nathan LaPierre: v6 [submission oWOiUsRh8r3YOw7mwfti] Rockhopper: mdl8 [submission bdFAYAg3KrGeovBSdqDb] lynner: replogle_k562_gwps_linear_robust_clip_v1 [submission BxGTjOm75eKZJtAPb64n] RandomA: per-context weights T=0.02 [submission jhHPrj8f6EpB1RlAA7Hb] Alpha: statistical model: co-expression network + CRISPRi propagation [submission VkzdzYsPPsGXt6RljS33] chisheng Lee: v65 seed888 sw8 [submission 3lQ5tDAHkjqlQKMIhUnW] Renye Zhang: STATE ST-HVG Orion [submission imOBx0pZYRJFfuAUQHmS] PLUMS: r610186 [submission 3XegkIKSS3vhwgPeE75W] Zheng Gao1022: V83 top75 a035 on V67 (R323) [submission TxKerxL3JByooSAgFqsy] Yanming Gan: K562 transfer alpha0.7, pinned pseudobulk [submission pZOKWqhmPMjubm4gRPnc] Botai FZ: botai [submission d6xS0ZvBXGBoZNK7zSmc] Le Li: v5F2NativeK5FT-20260919-0535 [submission rKgclGQnyOCs4f42yukW] XGBOOST: XGBOOST_RAW001_CENTER [submission nLcPqis3g0EW1Rl0JZmv] Zhaohui Li: tryme [submission Jvk9RN9jpVT5evpM2lGQ] （番茄学术高武，你管这叫天坑专业）: CPCF-S16-TransferGate [submission ZJ4RUXb1L6w9flNz47EW] bhyi4: kolfsign7-champbase-alpha04 [submission JQullIAdMwucG3TzmpaI] rogi: test3 [submission ZB2emDhpnTo6pBFdR2zp] Angel: v68 v31 prism-gasperini [submission bbjiLhYHqcjBg42zS2ND] hr w: 关注希尔薇谢谢喵 [submission rxfVVhg9iMm8MtaSqqMT] Yanmuzeee: m-20260916-02 [submission EFMbiAjmu50QAHcmgcUg] Sijia Cui: control-resampling-v1 [submission bUK3KrUjUUBaSpVfgsbY] Bob Clarkson: r57-r53-dose20-shared-20260918 [submission Kj3Xh23NP6MT7tzlvlt9] zhi yang2: palcstm-v69 [submission Or8mHXQMSBfn8osMg6GY] Sylvalso: Sylvalso-STATE40K [submission sWp2UbgKdbIXBVTgTTso] Xinyu Guo: xg-05-eb1 [submission CzvrGMLdtB0UtbjviN7m] renhua: Caliburnus V1 [submission IBbMuwZElvnfke61e4cA] Arag0n: Corti 2 [submission TPG6nM8QYvbGarOLSMpc] Morganti Lab: SHRINKWRAP v8.2.1 [submission CRy6L2YAvGsdElrw8XJM] Deep: m16 [submission Hnn4xt4RSFMFRLscxlNj] NeurodegenerativeLab: Transfer3b-SameMask-s025-20260914 [submission x8CPPkyeXuqE6HjFRefW] Killian Pluenet: vc-paired-compact-20260913 [submission MRyuhgAM1vpsinOwSWZl] GZ YAI: (STACK+200f64e2) [submission DgzSG0XK28s1OmK5f40b] GHS Team: vcc2026_v2_dampened [submission Z7TN9IttnhRX7djRw04K] Sentinal4D: trained cross-context model: learn
[submission r9nTGuYTAkWWOLes4ws5] Haibaio Yao: atlas-transfer-log2fc09-bulk035-v1 [submission 1fmwxTqJICAPWlOUFjyW] Plan A: v6.0.0-blend-kolf-scale135 [submission vEnkP1NQOLjCahfxCPIj] Dumpy: Dumpy_Model1_StableBlend_TargetGate [submission OAIUDVFH9JlNkUMSDGRz] gcAI: TVI-v1 [submission ugFy00Olo4fe1gUGunyi] Lingge Meng: Emitter-r020-seed17-r070-retry1 [submission hMqmfH4Umv0DDop79QzY] Chan Jiajun: run-039 [submission AL68qzAlC2UIL1ninVMQ] xiao Sun: abl-w1113-r2 [submission fXP1IemUrg1o3NbCOwF3] Daniel Murray: SourceEvidence-Prior-04 [submission TTW72jvhc54qtFwRQFyN] Equilateral Labs: mlp-measured-x2 [submission WVr8Bh8FWB59QC2tZLmz] TBD-1: multi-data-primeflow [submission Ukl7ii8XMBFA6KOKoRYG] Yixuan Hu: M0 control-only bootstrap baseline (no delta) [submission 2G1OOIhflBtqvYEcNENA] Xinwei Shi: baseline-8-confidence-weighted-shrinkage [submission P0MGXzFoal3R919gOGk1] Lei Zheng3: know [submission ILu6OcQtx75LSRNnJser] HAJIMI123: v20260918-effect-hardthreshold-0.005-abc-v001 [submission eyFOzB040zcLxOHVz5wR] Ivan Vasenov: animalcule-1.1.0 [submission 54fcyJDyYWBIJTVjifWm] John Carlson: stacked-hybrid-mlp-tree-champd [submission dozV69DR2kurXUMegqzM] Life Code: PetaCell-v4.12 [submission mV7CoOIIqqTlVfJsHL2E] deren xu: top800_energy_matched_calibrated_v1 [submission oR0cd5J9XynpScvo9wn6] Starks of Winterfell: The north remembers [submission djirGh3SKN4DT2XyHD8f] xu jihui: aqua-e009-learned-rebase-cont-20260914 [submission ETe1H5LuQ5rKgT6xGhum] Wei-Li-Lab: full_mc_v3 (STATE, 10-dataset broad-diversity retrain) -- pure baseline, no transfer/gain/calib blending [submission clSbAomfXIQkWVB7H73m] peekpoo: V33 DLD1 development direct context-A blend075 [submission 6Ap2TjliG6ilNnfudity] Raagavalli Karumanchi: Replogle CRISPRi Transfer v1 [submission xYCuQO3hJQt9fLwoY41U] Chenghan Jiang: CJ-fd model v1.a [submission gP26TDfwzhW5tu4rq1Sc] Charley: c-v34 [submission JZsf8eXN9GRXHQIsLwK1] Belu: b0918a [submission JfeT9nhh8L0neZBM3xTp] NWPU: jiang-direct40-v8 [submission H5FfFke1PyH2wUVCBvV5] Flechazo: Demo-010 [submission NdXlm6ipCoZfwB95xGAp] Qihao Duan: JanusPerturb [submission yizyETro2M2VEhL4gVRy] harry: basis co-expression regression v7 (gamma 2.8, specific-scale 1) [submission GCyn4URWRSwzaC5dxvAq] QRD: NTC-bootstrap [submission DKxSfaEIsSKBnDfTlvQp] Qi Liu: LQ [submission hr17hV7Z3xupiknwczVS] Soham Samanta: run-a614 [submission lzr2yt81m2NYjfDV5w7U] VCC - SVDS: v8 [submission v7yKgENfTydHJm1iyWmn] Dianyu Lou: fox [submission QPXKMAG4cMoxzXq0g6Vh] PRIME: sample [submission lqjuYrumdDBSgRnmTqpn] Kexin Li: trinity(attn+cd4t+sw60) a0.8 [submission 6leKPFdJN8NywjwfcBJ8] hahhh: hahhh v30 [submission ytNQ1jgF7mKCeKg3DmKL] Gavin: baseline [submission 4v572Mv2F3Amx5c1Xsh9] null_hypothesis: e42 [submission 1fM1JZYJruVSDgMrXymB] Mintao Xu: v5_stage2_top12k_amp088 [submission q637X0wY6u32xMPadf16] wutian: paired10-meanenv [submission WFzfrWMyhfGDi2ReLVAc] Dana A: calib_B0 [submission HVNr43hwlbKyfO7QiQq1] zijian Yuan: state-sm500-mapped-baseline [submission lrvFQfguSFbiuWL52WK7] Mona Liangyi: vcc26-s1-uncertainty-20260918T072102Z [submission 0hoMdIqHMdbPevm1WRXM] zlanta: target-only [submission G339LL0FiionSYLoxPEN] The_Way: The_Way10 [submission NELlL99k9F92tyHRMKyJ] ydy: S7_v1 [submission hfGkPwPkd2tjxa8bdr2k] βίος: aqua-e006-source-rank-20260914 [submission uhhjcdP00SmlrR9icxo1] XIAOHANGCHI: KITE-VC A100 large ensemble [submission 1DPYBtwzbmQKhSmmpIH0] Y150Y133: random test 7 [submission jPmU6v2twZZs1dsXqyZV] newtwent: control baseline [submission dsizngk5igoacQc7nEr9] Dan Wang: 1000T_Pretrained_RL_Loop [submission 4ku5WYxANavoJQ3lO4kJ] Crispy AI: AX03 frozen AE32 residual MLP [submission hLbE5hGTJmUHFnu4SgAI] nhgbfdvdfscdxsacdf: v11 resubmit restore best as latest [submission hJ8pWpXgGSjXj41lEIPT] Hiroyuki Odake: slate-meadow [submission eDCyX0cm32TswcK0fLwl] Garrett Roell: control mean-std baseline v1 [submission Zgt5JNLIL1rZaRUzLLlv] PumpkinChicken: v56 [submission TRPAexSewnkQ989ofzVC] blueberry: blueberry-1 [submission nO8ioPuh1rxMZI50lFD1] JINGSONG YAN: vcc-transfer-v1 [submission IqbCknPoPJONBSm9zA9u] Xiaokai Tang: TXK-K562Ridge-ControlTransfer-v1 [submission RYoqitTrb7NbiCE8PY8N] Hristo Buyukliev: PDS_hacking [submission LOJH38HpZRWk8OFAzVai] RenormAI: RenormCell Diffusion Only epoch 160 [submission YoIVy7thLSchq1yq9T1D] 동우 고1: kubig-logcp-gwps [submission S7xzt1bFGgwXzmTCtBtb] BioCai: scgpt [submission Uu4ZCwVB7izl762N4Yhf] undercovercompscientist: m9 [submission EEx52RKuEnW9GTAZEnzF] team PB: baseline_v7 [submission Ao44k1aArZJUOay5McXj] Hope: v5.0.0-m8-retrieval-s105-5seed [submission 6erUVaF7TPeSTQYZopJU] Kevin SUN: a19-cd4multi-w0.70 [submission V2EXMIDctSaOtuN5IrVq] LibraryPrep+FACS: Pooled k=4, magnitude x2.0, per-cell response heterogeneity cv=0.5 [submission b53O1zKysvvnt6fwoZL9] EYoung: PCA Model Alpha025 [submission 6hJj6BJlkrwZJjDYASdh] Patheia: Cell Papa [submission wCqEXUjZj1IH9XUWgzaV] Mehul Borad: simple-7 [submission gBgclmG8EiCfElGGZVWX] biggest cohort: baseline-test-v1 [submission IEXLyPvwjpxiY2lNpnJS] Yingqi Zhang: stack-model-v1 [submission upCAVShk583CzbS7m5uT] 灿欣 卢: m9070 [submission FdHpyPCrvoPSTxsXH05m] Peihan Li: v38_amp: the v36 3src pipeline (K562 w2 + H1-2025 w2 + CD4 0.5, per-source common-mode removal, 1e5-count shrinkage, dual-moment integer emission, promoter caps) with amplitudes recalibrated 0.6/0.3 -> 0.75/0.4 (single knob; v36 nmae 0.883 vs band 0.83-0.87 indicated under-amplification). [submission UXkXlSWQwzWPpN6eB3GW] gogogo go: pc1_b020_a125 [submission Rfpn8SpxkbfkYKhPB7Hr] Concept: baseline_knockdown baseline v1 [submission lGhKPT7pYVcI8Q9HhvAP] TvT: Control Mean Baseline 2026-08-24 [submission D4qNgeT7p554os7xChmK] Yiquan Wang: wyqmath [submission a4h4Ai881bJiLPSt9Qn4] FYM: DualSource-Linear-v1 [submission jXELzX1u6qEU6oQr77UN] Eclab: eclab-v9 [submission uuoj5pWVQnGZGRUrUkSD] allen oyi: K [submission oLnVSo0NsKA13lAEGmDM] Christine Corbett Moran: coexpr_v1 [submission 9Cms2XXWZVDShLzSgsVa] hya: sample36 [submission W3pwQtg9mGyjmovVhP5x] Bob: Bob-v010 [submission ISbg9LyUUGfZhNUD0KHC] Qian Jiang: abl-amp075 [submission lwUQUZuDmdYjpx1KXiC5] cindy chen: (STACK+071c46fa) [submission AzFVZmm5pRWAis74X25N] Lu Zheng: model123553 [submission 3BqMwwbjnu8mlIiYIsf6] xiaodui: V15-ExprTail-k7000-t050-g275-20260914 [submission UqvOtaVmQfXDwr64AWyT] Genshin NB: r6-alpha22-single-factor-probe [submission xr7NXBcC1DxnQRUlXf9B] 小刀牛试: v22 [submission vxWNc35UwcobLBLL6E4f] Bits and Atoms: v31-calib-mse [submission r8uSMSROdgP7x3IcSouG] Jing: rb4m1 [submission VVuWNkTukSeLlFgkyLsd] Danilo Lapegna - DL Solutions: DLHAL Probe K562 Even A0.75 20260825 [submission rCFVDvOaLDGUkmX8PnNe] Bonjour: baseline81 Jurkat-A literature responseadd on baseline47 [submission FaDuJxvTFq1XngAgEfwJ] VITAL-DGU: Set-N2V-Pilot-v1 [submission xyMVDPFiTVCFgd9x41jU] 刘霞: LX [submission UyZ2xED5CrPw2ZHeiijQ] ASCENDER: NLME-A-v1-controls-fallback [submission Hy0cFE0alKopiFm9n5a2] Jessy Liu: AtlasShift rel100 cd4 0.5 BC 2:2:1 cpm1.2 [submission v6KFhMYYu9nNj9choway] Jake: K562Delta scale=1.0 n_de=2000 (matched-path calibration) [submission 4j8nWE68KB01qk3fYepI] 11111: baseline-se-g4000-wide-v1 [submission PPNNClxdmj11ab6BchDA] SSSIM: fv3 [submission nAlhuvUc4KE5LNkHZl6n] easonwu: hope02 [submission BmOsr6O1aVf5jha6xPGh] Zixi Lu: model123523 [submission EzIXgVRmpKahthD6B2OG] 404_NO_FOUND: C2 GenePT kNN beta0.5 [submission YVtXCz5vytHO1EnIyTMJ] pop: thicket [submission WCZSlnndOSPK6ID4cK6j] peng yu: rgua1seu [submission EQ84cnMe7lVdzITHG8gc] SEELEΔ/00: STATE-ContextCal-Wide0075-0910-r2 [submission YBezod0tVVrdufwXmZd0] Rohit Kumar: Ironhide [submission tXrIbohXHahmw3PyryLt] Guole Liu: 0909b_10th [submission pRcvdZXtyi2V9DN4rYEa] yuepeng wang: Random null control v1 [submission xUt2WIuF3SvBcDvuTpij] aivc-test: CAST v2 sparse gated atlas [submission 4YgrE4hGn7mMTC28Dq4E] gaoyigao: XAtlas-Orion-M12B1 [submission H1Rm261J9ZeavxQS1yuD] s1: s12 [submission tiRzXmJ0XeeVnhCyyGNp] Jong Hang Siong: NTC + on-target CRISPRi + coexpression [submission cdscBm5sLZ27dYroTDCx] CCCC: test-c9-cr3 [submission AFiCYuXue75nTQ7HncE4] SPL: test [submission j5hYgPlZCk3DdfJSlUaX] Dalang Yu: Atlas Transfer K3 cs0.75 CPM1.05 [submission zPXmTWVhLJxwVxrfzsiL] Albina Nikiforova: vcc-effect-no-change-20260828 [submission YvH3Y5zUh6ZC0Zqg5yMo] NEXGEM: state-gwps-protein [submission jid7D47SrTFWVNxpi6LT] César Payán: H1-Replogle Multinomial 0.50 [submission ih7EfwRUe2CK9Wgheqrb] 花火（emotionor）: S2 R16-R21 predecoder hybrid [submission mjDGUlRLJlx5HUJxgAyh] koudeaikesi: Training-only linear v3 H1-full support-expanded [submission voo7ZGpQFG5Hcn5kRdVT] 123: MODEL [submission KH5pJ002m4teiUSDXwUl] NotToday: v3b-whatever [submission S4Fuy2gcSsr8pPPXV42P] 이채린: KOLF top5 context detect25 v2 [submission 8hLqqxDllQzz13u2VkXR] HK team: SER-R17-B11Recon-NBSimplex-v1 [submission BIuA2jJs1K4xuQ5c73qx] Kareem Fareed: pipeline-test-sample [submission M4Kow9wLvXO6MSG0GPbc] Ye Lab: v35-fused-direction-calibrated-peak [submission faT8dSNKepmRAsFZGFPV] Hua Li: scDFM same ARC+GEO CRISPRi data; raw counts (no CP10k/log1p); 5000 steps; 8-step midpoint [submission EL7xBbVSoIrARH0NCkN2] Test: v21 [submission dy61eal5LTXjTwZT9SkP] Kavya Manjula Gurubasavaiah: K562 transfer, scale 3 [submission bahVWBBkB4qEe496QN6y] DanielChow: Adaptive-Shrinkage-Lookup [submission cli7Mel6pgYvw0wmzDUb] Cameron S: morphoperturb-D288-rowp99 [submission gDd2h9WQcCefPM5ykCt8] ocb00999: ABC-CD4Consensus-ContextKernel-20260919 [submission ath4Ji43uywe8hP3IhI3] CYH: Cyan [submission qyY62kiXQoQk12ECdoAp] flyingfog won: FF-20260919-2 [submission mKE8KoY29Utq3HefReFq] roxs: cortex2 [submission JvoAvsxZMJDJdiTavmuG] Genisight: wkd-rank s6 [submission huJkoWj873QNfjwfAd5C] Hopkin Jiang: sample36 [submission QrgYSZNKuoTRE1WTsfOm] SI: v4 [submission 7gqkZ1HRINpn3FPUNIK4] Zhongyun He: recentered v5 full-density [submission BQm372zkot2BhtoPZ2cg] Shrika Eddula: Submission 3 [submission ozIXd0kDjsxb3okRiE9W] Andrej Bugrim: 'shift_trans_core_gated' [submission oA7ZtSqgRk6E6PoVtj2V] Sai Rohit Chakrapani Akula: Jiva-Harness Specialists [submission tGmMhwGJtyaW9kSiIXpN] Eddie Hajjar: pipeline smoke test, vcc sample random data [submission QqKdsQWu32yG7j5L6Aj8] Simon Yu: CF-ML-transfer-s1-rerun [submission 8NM7MaQGtNp5E2Ho5xPv] ZhilongLi: lzl~ [submission 4plOCNgkRpFFrrq9KoCY] 不想在双非读医: 林克大大大魔王x1 [submission fvu808yXDZw0dydJA87G] SLee: AnchorDE-Core-v2 [submission 0TVokVcI3ftGFE478pOF] Tesorai: h_panel_sparse [submission ocTngDOUNDxr7n7eJRRR] 2027: coexpr-v1 [submission yLoCR7FPFnjqABtyXib2] Illumina AI: PerturbationAI [submission fslq6ov1ijfW0MlMkAii] Han Bowen: Version 33 [submission FASA1678B5W4FXcjo8Lc] huhuhu: (STACK+56b37fcf) [submission bKq6MO52YbmMjJe45Q3q] Shuyan: shuyan [submission 2jSYliBw7w212gknuCSM] Zhuocheng Hu: PRISM GNN Baseline [submission Q4EKwYOIZiZfPGlmu3ex] Eric Wang: C2 A-only Headgate f020 r025 [submission Q1Jylk6OVPeImsgl5tlw] Parsa Khairollahi: pipeline test - random sample [submission v6h5YGJYUWloNeDlpNQi] Vivian Xu: run_2026_10 [submission xSPuTDgYQI7A705jZoCh] Jianqing Zhu: V4-GO-MLP-MSE-20260919-seed42 [submission qGQqPrIG1DQXwB1CX1Hs] Wayne Wang: B0-control-identity-v1 [submission 4NOjkU3u4DOWKwgDhLqw] Leonid_Klarov: b1_delta_k562_default [submission lypOHyaNCokHdDbhql37] Saarufer: pzlhe09180030 [submission VfxEsJOQ1N0o17XVcCA0] Latent is all you need: prediction_v3 [submission UyjENFnLfpDTH1AwXPlG] Zhou Li: Quorum [submission UFz8B9gR0t73HDu2Y34y] Minyeong Lee: BP-ratio-full001 [submission r8BAxJR8tmIccFrZDWnt] Michael Timbs: 2026-09-17-known-target-reading [submission RrM2vbed3H7LOGCv2p6A] hw x: E1_full_axis_diagnostic_v1 [submission dlyOR4rBihTHMwCqgscQ] Lumos: gwps majority k20 [submission nZI4St5NsK7z5uucsfF6] huanglinn: submit [submission FG1LKsbzNx9lC1seEz6N] Rui Xing Zhang: RX_W17 [submission S5xlp1ROzXY2JCmR9u3b] BB: v0.1 [submission uAJNqT4UadARILmlmB5g] 王爱媛: XX2 [submission dCwf1c99o9WYO2wujqHQ] Mengran Li: g68-histcal-e0fix-alpha4726 [submission ntJYFexuaBJ4QCkH6IxJ] Serengeti: GWPS-H1 Full Response v1 [submission FWj0fAvUQyRJl2lJoUm4] cell_d: tier1-resample-kd70 [submission 6xjZhKuT2sSRfbk43QJL] San: 009 [submission KM9p45BMXxnPScj5txnd] Ava Brown: cellpred-0.9.7 [submission i2IrQSByF3HJhN9n8Nlh] Danyu CHEN: ContextVariance_v2 [submission 0WHuzuHnaBkBhEycMFze] Xi CHEN: state_v1 [submission jIAXTyjVtLOVwSOSibNW] Res: SparseTransplant_K1000_20260916 [submission bFK6yJMSAvV53jDNasaN] Yusuke: model-015 [submission muFWem1hiUu16Y1eISlA] chill: Mojito [submission CiNADBf9i1ZyABbHwSQA] Tucker: Replogle perturb-mean baseline [submission emu0xWJ2np0LbKYTmVkf] luka: cosine-only-original-k562-h1-a055-v1 [submission vc0tfljv3Jtv6FGCBSx4] Hongjian Zhou: pm-r15j [submission db6wDUxWSqaOSwzvE1Tf] ----: pure retrieval scale 1.0 znorm [submission zQXZIuOdtGVmqBp1jhin] cclab: Cell v4 [submission u1tdL54JnjnlS2l1OezZ] Weijing Zhao: model-20260915-0715 [submission uGyaUob8HTi909CAR7ih] bowen: V30 [submission TmBJUj4tfq73Y2mAbKj6] IsoCell: Multisource Isometric 0911 [submission gBlFbfIIyalKBFltaMnl] Huai-Yu Liou: model v1.2 [submission DCd0nADIRZzS0HzvuaDc] Nichlu: cmLearnTiled: learned transfer + tiled emission (stack both wins) [submission KcWcttN4VQ3mjZVDmIb6] QCell: test [submission mZCGCeVR76rQs3kvaYHd] Jian Xiao: SPGM-amp3 [submission qCT9cJIIoWYfIJnuIFbp] Harrison Li: Harrison_v5 [submission Id9TF7wvQMx0puaBDIvZ] Nora_xy: Control Sampling v001 [submission 9PcQaBXluzuUmNl1URXp] CI LUN WANG: Causal-prior gated residual v5 [submission TIurxtHmUZ3GL1O0C7aL] Amit Shenoy: donor-mean a0.90 theta-per-gene-MoM gwps-only mshift+KOLF2.1J-orphans r15-dispersion-match [submission WtNvrAzfG95MhgYfUQoW] Good: zero-shot-gene-embedding-residual-v1 [submission tn5HOmNYI8kXutuJylcD] Niu Lai: DigBick_v2f [submission g36WmyPsuWe0u1WdXFKV] Gennaro Devincenzis: stage1-meanshift-baseline [submission LEiiRJAfS5b3eWlUOMvM] Donghwa Kim: pipette_v4_consensus_signed [submission DGSEh9hTRGbtvgbMAlLA] ComebacKid: PBLinearRidge-K20-d4-v1 [submission blcQ2Qt9HNK8lb4d3VFg] yu zihan: YZ-Response-Latent-Cove [submission rd4lgr22kabgKPds8lPu] ld: cuecell-6 [submission xfMcozUURNSHAUoZ3eKc] Visming Tech: VT-M18 [submission gYx0oeGfY4mwQNCEaElc] jhtao: C-KOLF Dose 0.667 2026-09-18 [submission WSE5zE5Dm1ht8sfiN43u] Ling Zhang: ratka5ca [submission bOeyzYI0nGBVRciKbmzI] cctv: sample36 [submission uF0tfKvrlibtTREXL6Kh] shuheng zhao: dlretrieval_A_consensus [submission 3nBBSDkE0zAYznqfxqRm] K: VCC26-Retrieval-v1 [submission 77XaRwQS50UKptL9kvU6] Hao Tian: delta_only [submission uKIeWC57Jolpj2CHyi9W] Skadi's Seaborn Farm: cry again [submission JDWnIB3RSPwRlmBvxLfD] Mandolino: trial-07 sc-generator + conditioned linear model x2 [submission BV1gqrIYuy2KMVZSGmN4] GongfuPanda: a3_dc1_renormlib [submission 4PnR3JYssoMjxcNKaIsl] Alzheimer Project: v22 minimum count edit resubmission [submission Jiun3h4tKAT3oGWc6S7W] Dandelion: ARC_X_lam025 [submission XUhq507wlGBjMbFQJtS7] Zhiyuan Gong: abl-pc200k-r2 [submission CEphHE7V4cOVcnZJEQe0] Testh: test [submission XNmgbcESDywe6BXtMGyA] aa cc: state_hct_to_hek_step6000 [submission fQoJd6BuYt3vEEM3EUEp] vinraja: run-008 [submission 1Q9Of7tVNget8r3crncD] GOGO: v11-learned-neighbours [submission 159LGUTG0Hrr0S1TCQJ5] Wu huanhuan: lalala [submission Hs8mmeIDN5Zm1WXroFms] 123qwe: 20260917_175033 [submission zCGMQtDZzHwNCpL5kW1A] ZhaoLab: compass_n_string_proxy_v1 [submission yloWz12zJTLgUL7bUp6z] long he: RNAFM-GEARS-v4-ANOVA-ABC [submission mQuuD8O4N5c0k7XucSIA] 王子木: G1192 identity-preserving repair [submission QLcgvhDPU8at3lZgCNPf] Amirhossein Valizadeh: av04 [submission mLvAj9NYTRORkR8vUV6y] zescy zhang: m9120 [submission jStPrPuXfx6pjCVmAjjb] Yazi Li: DeSCOPE-2 [submission sJ6RmD9kZErwJmahBM1x] yuanshen: TxPert GNN semantics + basal residual transfer v3 [submission Q0LYjZgllWFTx2deZpAy] helloworld: vcc2026-int-prior-r01 [submission Mn1wSNuolCXfTZXGROin] Parmita Mishra: Pooled transfer; gain 0.268; full GWPS; control template [submission QACLfdGZ2L9EzU2d4vpB] Micheal: DeepCRISPR [submission ar8PbE4FXWeTpgeHlORo] D Yang: pet_transfer_scale0.3 [submission mqz700m6DEt2eW5H64gu] Yuyang Wang: model123524 [submission Y4QGRB0a1lbjyx9UL5dC] hammertime: M-0007 [submission XSFWjtWpnBrqucPkwojH] 望有幸: PRISM v2.1 scale 0.70 [submission ArhOz4rCd5iM3rezI9HF] Yang Yang: v7a_20260917 [submission 4rbSu1UUNUEC9XRGTuww] Zhayulong: val-20260824-01 [submission 2vmw8SsZvHqjNGw8s9zO] Team VCL-318: best0707 [submission pwC4J0Mi9a748pGxnEdl] jiyang: J-18 [submission Iwv8rt4zM5TCCrkGhd8r] Chandana Prakashmurthy: X-Atlas HCT116: A=gwps+xatlas(28), B/C=xatlas [submission 7feVwiRIz1W35zjNPHjZ] shaoyu song: wiener_test [submission TAi1RqFfcUynNRybmmBu] DIAG: test [submission DH0pFjCjaShgUl4HgRRB] he weiye: KNN5 STATE modulation v2 [submission Rsweb2g6zvezCLrnohU3] Nabi: nabi_r066 [submission 6RjNzgJAwzlmhcHYvGwo] M249: B2-sparse25-a0.5 [submission 7itvdtQuQyFiIuzeBoKJ] Tianyu Zhang: c2x_replogle_gwps_transfer_v1 [submission 0ZKopyV9poXToUsftHEF] petalwish: vcc2026-seed1 [submission x2xzYjxfDUwMcZOv9QQq] Aubree: V23 [submission i7CF8tHfpNFbVBvScynS] vcc: atlas_transfer_7src [submission PVIJkoM21qF1YO5aMJCT] To infinity and beyond: context-routed-v1 [submission dt3ZoUPMAilkNYFZSYOR] BwB: zeroprobe_31fallback [submission uaOHd5XW7oenDgvYAwYL] Thomas Hu: string_knn9 [submission Qc9VbuQbONZK9CubwKd3] Shaole CHANG: vcc ctrl [submission hCstQY4xLBJO08E1uCXV] AJOU: 0e9d0a949229075e [submission GQPjszVD6IxtKYAPF1PU] Bear State: TxPert-Exphormer-MG-4Fold-Ensemble-Calibrated [submission y6wASilSgTT32qkAm315] Svvord: v4 [submission umZvlNHpVPBDtrEusEPl] Kinney John: model123531 [submission IvpNYMJ5ntMffhfSfcDJ] elixir: naive_log2fc_shuffled [submission UZoYEsL2DF2VtIsZ7OQc] BBbb: selfkd-r0.12 [submission 8pchMJyBgpcr5hsqmx2T] VCC@ZJU: VelvetQuasar-42 [submission cNofaXvwLZzVuZohRphy] Siyuan Xu: ram7lsce [submission 4ioKidMwet9Gacrr9xra] Hou Zeyu: stse16x16_step15000_ratio [submission 6UWMgjIdHyr8I7fgQg2L] nanobot: ox-V17 [submission Z5SymzziHDxUCH4BKnpb] YetAnotherVC: Plan B transfer a1.5 + STRING 0.5 [submission OGFhHQlBc3hreTO96cA3] Terra Group: scDFM-log1p-linehold-B [submission mtDBBGmjxJFm7GQ1IfZT] Sunberg: dpCell [submission LJUW8g9UGyV8d2LCwVsD] Zhan Zhang: ROP1 [submission J1KBixn349pcEyTG3tJF] BioCosmos X: TxPert MoE v4 epoch11 [submission 9P4yW8MeWjCG8sxZvNQN] bird: raw-control-baseline [submission PBCmgXUR7Lh4lah5PGfQ] MikeL: prediction_boost_merge_r04 hard-merge remain0.04 champ median on-target -3.604 [submission zmkQCJKNnMij5iip6hKM] HY H: hh-v18 [submission GfKlvwz5WTEMYlK7cmBB] Bio_NUDT: m2200hold [submission 3zcmziYgiyuXpp3pcliS] futago's udon: orion_feng_mean_v1 [submission bBRRHUYswyWGe9vjaLmV] Lixing Tan: r61-BC-cd4-0.50-plus-agreement [submission VmXE1jM4wOWPjr962oQc] Hajimi: submission_0918_1 [submission 0mYMknmsSzR3jmYqRICt] Naoto Otsuka: v49: equal-weight ensemble of two nearly independent predictors - the K562-only transfer (0.0865 alone) and the three-screen transfer (0.0786 alone), whose predicted log2 fold changes correlate at only rho 0.076. Averaging happens after prediction rather than inside the library blend, which is why it is a different operation from the multi-source entries that lost ground earlier [submission MDZhGPwc7ILcaeDrb5qe] Aiden: zhu_cd4_stim8_context_a_s025 [submission iUAu55FlzmY4OvJCNdT7] 0xOsprey: transfer-knn-k1 [submission NHJdFUTjiUzK8ffmQFgL] 404NotFound: panel-gwps-memory-v1 [submission Ug0g8bUkPDqQjKztoyzZ] PertTest: MV1.3 [submission kVbRtcgVoOZL8lSv1HTB] ggband: r52-r32-strength-550-20260918 [submission KHyqlfm6K9ENdwLw7Cbp] xi cheng: m9010 [submission GO0TCpDRtqyNs9XRtgam] Kunaal Agarwal: baseline-control-mean [submission ZgkaGzp65HkqqOxhtKoH] Kun Lab: control-resample baseline v0 [submission lN3u3Ae2Uv2w6Risfm9b] Brandon Low: bl_c12 [submission apOhGAWZUbxIE5YhywUk] Luotian Luo: cell-mean baseline (control mean per context) [submission npNR0n11ZRwQUrMWuvi2] NSK: learned_monotone_rule_scale030_cpm5_retry [submission Qh20lzSwFV4pWgQK10WR] Rhowan: context-mean NB baseline v0 [submission 56sZaEMvgkd6GzjePWuW] DeepImmune Therapeutics: ModelV12 [submission 6xfLfGaOuvS9C0QI4f5f] Yifan SONG: E_primary_v12 [submission fiLQBFPixQUjBgLr9Wvn] πAI-Lab: z-4 [submission l7vf1Hh1biZW39dI6CuP] HBBWS: ridge-uniform-v1 [submission I5dshW53LoFTjgTliH4g] hachimi: B0 validation floor r1 [submission zUAUFKvHnUBKrf51wJ6S] Mark Hammond: mech-v1 [submission ZVoZH2KyvENxIFtQdkiD] Super Linear: ti-0831 [submission kV8GYJuAwoI6Sqv0lLKp] 石 岳峰: PRISM: Perturbation Response Inference for Single-cell Modeling (v1.20) [submission Zcdhb4FwAF3USxLAQ5xJ] AAA: state-perturbation [submission wGYSVVyL3ssL8dQP7auT] Ravenclaw: VCC2026-v35 [submission STcYg3bFzmfA5nGvOemo] Heisenberg: v54 [submission CNLhDrJD1csDHrzo5rlu] Maotai Cheng: modelI_esfix_a2 [submission W1WzymGZjd9gCgUDNbbT] Pergedan: v7b_sefill [submission 2OUPWrPAM8UWSnRIp6lK] Yijing Zhou: model123540 [submission UULLJcN659C9H0sBDjfo] pasteur: A-rpe1-dense-v1 [submission HS9CcDwAa30EOZSF8tka] weir: vcc2026_random_smoke_baseline [submission MMfTIOT2eCFs0FgIU2XD] SpotCell: LUCA-V17 [submission hydRM8tW7aMEPD8pBPuC] Biomni-TusoAI: direct_w075_g06_sq04 [submission OLQXepKlSub507CSLQIT] Sepehr Sohrabpour: sx17 [submission A6S0bqS9noLrNqq3br8D] Xia Xiaoqiong: H1 mean-effect transfer alpha 0.5 seed 2026 [submission y5h0HaPGvxNMQNC7992H] ProtocolAll vcc2026-val-1 · 2026 validation contexts A, B and C DatasetAll 2026 validation contexts A, B and C Evaluation setupAll chvipdata: candidate_227 [submission ADMLpXLTErmYrhWqeLtm] · vcc2026-val-1 · 2026 validation contexts A, B and C Apex Cytosquad: S-v3-arch1 [submission zsSLc5u7L9erVqQ6aNUk] · vcc2026-val-1 · 2026 validation contexts A, B and C Jinming Li: B0 guide-balanced NTC resample 2026-09-05 [submission wwMWaEmL2eTqycqEZDzi] · vcc2026-val-1 · 2026 validation contexts A, B and C NTI-InCo: kestrel-1 [submission uzRuOpvceoaWJFWC6rmA] · vcc2026-val-1 · 2026 validation contexts A, B and C Kosh: DonorTransport-q025-v2 [submission PTqm3nO3775kG5Fw9gp4] · vcc2026-val-1 · 2026 validation contexts A, B and C abaabaabaaba: PCA Model 2026 [submission qU5WHyMJYxxjZcgXSyKh] · vcc2026-val-1 · 2026 validation contexts A, B and C zzrz: Flow Matching [submission HiAIP73UsEkRbppbjiXF] · vcc2026-val-1 · 2026 validation contexts A, B and C Agenux: dummy-controls-bootstrap-300counts [submission q7JWTIs9JTeZncVMHja5] · vcc2026-val-1 · 2026 validation contexts A, B and C dog egg: B1 K562 delta alpha 0.5 [submission zUCqYBkabHXx2CkyKDqk] · vcc2026-val-1 · 2026 validation contexts A, B and C AIgnite: vcc2026 permb50 blended denoise+sharpen + rank refinement [submission mQvFfipPQtPAYGzfYxhJ] · vcc2026-val-1 · 2026 validation contexts A, B and C WCG: r56-BC-cd4-0.30 [submission 83Yc1MQDAWAKRKRVCMF6] · vcc2026-val-1 · 2026 validation contexts A, B and C Maksim Bobrin: STATE protein transfer v1 [submission 8VtfKKCtALf6cDkh4fqB] · vcc2026-val-1 · 2026 validation contexts A, B and C Aginglab.com: GeroAI_v66 [submission QJFFlTbn5AzF8329s35v] · vcc2026-val-1 · 2026 validation contexts A, B and C Tune: S025 [submission btAPwhN6k1BtwnvwqvL8] · vcc2026-val-1 · 2026 validation contexts A, B and C CsabaiBIo: DE_targeted_loss_v1.1 [submission 9gHkjEZm2ZjDClLTgbMa] · vcc2026-val-1 · 2026 validation contexts A, B and C Xiangyu: GenePert v1.1 Jurkat Dropout [submission NjPa8raI4oPgNZqaBxPV] · vcc2026-val-1 · 2026 validation contexts A, B and C Chuanhao Guo: ColdC001-2.1 [submission tRv9m5B5kfoPXIW8QJPa] · vcc2026-val-1 · 2026 validation contexts A, B and C Amadeu Zou: BioFlow-ls [submission y7L4yROimWSkzNUDbSC4] · vcc2026-val-1 · 2026 validation contexts A, B and C Ligong Cao: v4NatK5Cfg0B100-20260918-2115 [submission AjaYHlwFvwoaXURFI1ok] · vcc2026-val-1 · 2026 validation contexts A, B and C AHA: state-b5k-observed-control-prior-v2 [submission GaDBXThQDnNhstumRhRn] · vcc2026-val-1 · 2026 validation contexts A, B and C Byeongsub Lee: disp 0.5: push dispersion (mse clamped so free) [submission wL3avGWhENBZMIH1dBPe] · vcc2026-val-1 · 2026 validation contexts A, B and C bm: PerturbDB CVAE VCC2026 NTC adapter v1 [submission cVjgXF3anIsoetcO1bvH] · vcc2026-val-1 · 2026 validation contexts A, B and C Salvatore Loguercio: manysource_mag_armb15 [submission k8hdJFLHHAi5YtI0cea0] · vcc2026-val-1 · 2026 validation contexts A, B and C zi Yan: m9100 [submission UBfPGTOi65tcTJT6WSd4] · vcc2026-val-1 · 2026 validation contexts A, B and C ants cell: b16 hybrid v2 a015 b020 [submission yMeAJ76C7JhVF3SsPyba] · vcc2026-val-1 · 2026 validation contexts A, B and C Matt Toribio: O1 [submission PGldF7BniBj3vdnkRNmq] · vcc2026-val-1 · 2026 validation contexts A, B and C megaBlack: cater_base [submission v7eHAMo8fooNQyg1lSa7] · vcc2026-val-1 · 2026 validation contexts A, B and C linkst: causalvcc-four-source-crispri [submission CBRxNZOJzwhoCKpL50d6] · vcc2026-val-1 · 2026 validation contexts A, B and C Anusree Jayakrishnan: TH2C-SourceResidual-v0.3 [submission 8fG9uFwjoT0X3nru7MEi] · vcc2026-val-1 · 2026 validation contexts A, B and C VRLAB: r58-BC-cd4-0.30-plus-agreement [submission B7O9wMdb8mVAj0wz0Snf] · vcc2026-val-1 · 2026 validation contexts A, B and C bbdino _cell: fv3-direct-round-0918 [submission ks0BCHh78hOONEbhetsE] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhongcheng Fang: CoRePert-5source-seed42 [submission VdsyFisDpemfuUsiJexG] · vcc2026-val-1 · 2026 validation contexts A, B and C Immovable Myhal Rock: n42 [submission fMFZm3TBnUBN3JrNEcyB] · vcc2026-val-1 · 2026 validation contexts A, B and C silicell: MeanCentered StateTF-GRN v4 [submission 3xcyiivnyL6iFM0x1UIK] · vcc2026-val-1 · 2026 validation contexts A, B and C Watermelon: kolf-source-test [submission EMdhx57xEoGsOy4WvyrO] · vcc2026-val-1 · 2026 validation contexts A, B and C Try Everything: faithful reproduction [submission 2Lb0LB8aFwCzK6vfiqsg] · vcc2026-val-1 · 2026 validation contexts A, B and C Giovanni Marco Dall'Olio: XFER-015 CD4 residual at uniform weight 0.60 [submission ox4vVjT1mxZbkQUHPsCl] · vcc2026-val-1 · 2026 validation contexts A, B and C Catalytic: Identity concentrated direct transfer amp025 20260913 [submission Nvkbx7mGCKupdT0A2kT0] · vcc2026-val-1 · 2026 validation contexts A, B and C biophysiq: K562-HEK empirical allocation v1 [submission LcsAG8JCQU8oDb9R5GPX] · vcc2026-val-1 · 2026 validation contexts A, B and C QVCC26: v8_additive_s2.5 [submission 9hGGTIzxnVoPnP5AKiqp] · vcc2026-val-1 · 2026 validation contexts A, B and C FlowState: baseline [submission xTxK1yUxzhFbHkxaLual] · vcc2026-val-1 · 2026 validation contexts A, B and C Null-to-Cell: m0918a [submission u2MMaChop9DM3fjqkS7z] · vcc2026-val-1 · 2026 validation contexts A, B and C TSB: m1900 [submission Dl5BfDCOvkurORPikgcQ] · vcc2026-val-1 · 2026 validation contexts A, B and C yyyyy: gy41o [submission tDBqwtxLsvI3N8aXJd6m] · vcc2026-val-1 · 2026 validation contexts A, B and C sixuan Chen: m9090 [submission vycWpgWv1ME8ONSmDcDL] · vcc2026-val-1 · 2026 validation contexts A, B and C xianqing wang: H1-K562-KOLF statistical transfer baseline [submission CDRDh23fqNQLNxMVciN8] · vcc2026-val-1 · 2026 validation contexts A, B and C yimiao feng: r3 [submission y1S6qKRZVPZWLgVzFqhW] · vcc2026-val-1 · 2026 validation contexts A, B and C Xupan Ma: hw89ip6a1idr [submission efmKistOgXCJfuTLiklp] · vcc2026-val-1 · 2026 validation contexts A, B and C Yuan Fei: Control resampling baseline [submission MR1bGPIaHZfPa098r8Jz] · vcc2026-val-1 · 2026 validation contexts A, B and C Tara Bird: v3-shrunk-a3.0-t0.5 [submission Q2p9Uz6zuaFq0qAa73eJ] · vcc2026-val-1 · 2026 validation contexts A, B and C xxw: last dance [submission iunlda1c1q1qbtdkXEfs] · vcc2026-val-1 · 2026 validation contexts A, B and C OmicX Vcells: Stage V-A fixed alpha4 [submission eI5Ggd5wpoZtGUzRNcyL] · vcc2026-val-1 · 2026 validation contexts A, B and C WG: CB-CRISPRi-MetaKD-v1 [submission EKHJuk39RW9a7ARzzock] · vcc2026-val-1 · 2026 validation contexts A, B and C The312: cella-v0.0.1 [submission SB9DSr4PI54mE7o5Jvv9] · vcc2026-val-1 · 2026 validation contexts A, B and C TheRealCompBioTeam: Plan C v1: K562-gwps cross-line CRISPRi signature transfer, delta-scale 0.7, no DE gating [submission QWeH9acgyiqwKeI8hU3V] · vcc2026-val-1 · 2026 validation contexts A, B and C Aaron H: global-mean-effect [submission DWEB4FyVrq7t7NLJh6ko] · vcc2026-val-1 · 2026 validation contexts A, B and C tktkymym: e34-state [submission hbCaKmH9vN7nw2BLCrJq] · vcc2026-val-1 · 2026 validation contexts A, B and C Lu Li: E011_P1v2_A_ZhuRest_raw_a1 [submission jSBY9JAN9sjcwOf7H0Sx] · vcc2026-val-1 · 2026 validation contexts A, B and C Shahzeb Khan: v9 residual-amp K562GW LFC shrink=0.5 amp=1.5 (pds discrimination; not DEG-gate) [submission unSEr7hA4DBJzRDMp8v7] · vcc2026-val-1 · 2026 validation contexts A, B and C sota hagino: vcc-r20260911-ts1 [submission S01cmRnZ8Ikd4bgiXDZH] · vcc2026-val-1 · 2026 validation contexts A, B and C isee: Baseline13 [submission eULQD58wjgNNf4HDgGxK] · vcc2026-val-1 · 2026 validation contexts A, B and C DMCB: basic [submission cJBRr1v3jxzpSfDZvYir] · vcc2026-val-1 · 2026 validation contexts A, B and C Fuh: m3_e13_psgrn_hybrid [submission cV12bh4oQMQ6ch3tnyli] · vcc2026-val-1 · 2026 validation contexts A, B and C 韬 黄: SourceAtlas-LGBM-FixedMargins [submission j81JYjl3QTLnf71aNrB6] · vcc2026-val-1 · 2026 validation contexts A, B and C root: hujf7gt9uz6l [submission G9hZACOE5NdP2KD3kkz0] · vcc2026-val-1 · 2026 validation contexts A, B and C Ruiqi Lyu: xline_v1_v6 [submission E9mG0tozN4m47Uihujit] · vcc2026-val-1 · 2026 validation contexts A, B and C junyeong Yim: control-resample-v1 [submission EVekpxFYwxSLWKeOX5rw] · vcc2026-val-1 · 2026 validation contexts A, B and C Rebecca: hi [submission S4FaUCD6LwI7kgqZ7QBM] · vcc2026-val-1 · 2026 validation contexts A, B and C tenglong yuan: S0 control-copy repeat 2026-09-16 [submission n2EkGHhzgPAZybvAautd] · vcc2026-val-1 · 2026 validation contexts A, B and C qoffee1337: arm-0917-k (re-sent: it beat the incumbent 0.0 with 0.1856134132908177) [submission FlGu3QzTExR1FaG7u1HD] · vcc2026-val-1 · 2026 validation contexts A, B and C Shihao Xu: Blend1.21J_LargerJoint50 S50 signed-DE gate [submission 8OusXZxr5h66vRpyo1XU] · vcc2026-val-1 · 2026 validation contexts A, B and C RAISE: kolf-native-harbor [submission 7Zk3DnRDSRmbvJ1lVmxb] · vcc2026-val-1 · 2026 validation contexts A, B and C Shutian: B1 K562 p99 transfer | 218 clean targets | source-null p99 | commit 51c6f7a [submission o8BMt635Jezevv6A3Bbv] · vcc2026-val-1 · 2026 validation contexts A, B and C Peng JIA: jp-11 [submission 1zJ9puJNnrUQIYlzqRHW] · vcc2026-val-1 · 2026 validation contexts A, B and C Ahmet Dedeler: the fax machine joined a book club [submission XheAZVzpkYmU3zQzrWlv] · vcc2026-val-1 · 2026 validation contexts A, B and C REN DA: ibis [submission CxvPXPHnAuXyb7u2UJkV] · vcc2026-val-1 · 2026 validation contexts A, B and C Robert Crawford: pcp-modeled-response-20260914 [submission uuzFhjeCBkFMjwGoe7Cy] · vcc2026-val-1 · 2026 validation contexts A, B and C geneFlow: geneFlow B4 [submission XgRlNyjF50S5WEcizHdi] · vcc2026-val-1 · 2026 validation contexts A, B and C wei xing: slim-r-crossline-dl-v1 [submission cCoEqKgZY0cra5Hn5zyy] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhu Lab: ecformer-manydatasets-fix [submission 6LExY9YrNfCpuamcbK5z] · vcc2026-val-1 · 2026 validation contexts A, B and C HEHE: Replogle ESM2 Top-k Retrieval [submission xWcl1hQts0S22TmPpYHK] · vcc2026-val-1 · 2026 validation contexts A, B and C 1 Undergrad: DANI 9 MEGA [submission YSoD6TANrOXYXceb61dV] · vcc2026-val-1 · 2026 validation contexts A, B and C 42: inf_8 [submission VNypmELc8Vjiu5lCwin1] · vcc2026-val-1 · 2026 validation contexts A, B and C li wenxin: attn+sw60 (S1) a0.8 [submission 3AR9JYiAblrfchCJrnlo] · vcc2026-val-1 · 2026 validation contexts A, B and C Sen: SN_U38 [submission C6PBBcp5mVszJgqVIhkm] · vcc2026-val-1 · 2026 validation contexts A, B and C Runyu Qi: G1-E1-log2-unit-corrected [submission qxpc0UkGdNQS9gea83MC] · vcc2026-val-1 · 2026 validation contexts A, B and C Nirvana42: ntc-copy-v1 [submission AD7KtS3CmqkETuXz5hCk] · vcc2026-val-1 · 2026 validation contexts A, B and C Houlin Yu: celltics-1 [submission F1k1NDWsYAO7euxobxmX] · vcc2026-val-1 · 2026 validation contexts A, B and C Adrià Masnou Calpe: vcc-023 [submission ZNra9KkRlkLcIbIJofSK] · vcc2026-val-1 · 2026 validation contexts A, B and C AIVC42: HepG2EnsembleTransfer-v5 [submission WVmS522gRsISR3tApp6g] · vcc2026-val-1 · 2026 validation contexts A, B and C SimpleCellNYC: scv23a [submission HpJTp6HYWb9GgoVwlUvC] · vcc2026-val-1 · 2026 validation contexts A, B and C CXK678: Test_1 [submission JmTStlDf3mKrGLzBqcwx] · vcc2026-val-1 · 2026 validation contexts A, B and C dht_2026: improved [submission q9YJYESkYxIoJ5ZKzAle] · vcc2026-val-1 · 2026 validation contexts A, B and C OpenPert: PertMind_KOLFMag_v1 [submission jhxe4m6pIPPV7W3gmtmB] · vcc2026-val-1 · 2026 validation contexts A, B and C Ox coming: transpert unshrunk pw0.5 m0.0898 [submission asT16iuxJgjNkMiaeXU8] · vcc2026-val-1 · 2026 validation contexts A, B and C simple_is_beautiful: 0918_v2 [submission pWSHYq7mvr7lti7AC42L] · vcc2026-val-1 · 2026 validation contexts A, B and C Hiraku: demo0 [submission 6vrF1eeQoiRlVJcofPJw] · vcc2026-val-1 · 2026 validation contexts A, B and C X-team: VC_model_v5 [submission ZTKw7vSHZO2FdRvlYsb0] · vcc2026-val-1 · 2026 validation contexts A, B and C little han: porter-orgmatch-v1 [submission lNCFgSC5NAvb1foZ2tkA] · vcc2026-val-1 · 2026 validation contexts A, B and C shawn: CellOrch AtlasShift K3 cs075 amp105 [submission HcLyrGWGcbdOI9A6Aeba] · vcc2026-val-1 · 2026 validation contexts A, B and C Evotec SE: evoloom [submission RqZpCuchnXq1fcpMNC5S] · vcc2026-val-1 · 2026 validation contexts A, B and C PenguinCell: alpha25_lowm075_B32_seed4_riskpool2048_loss1024_null_v1 [submission xMFClEwvpOheCLCPrjxF] · vcc2026-val-1 · 2026 validation contexts A, B and C QuKunLab: V1 [submission yTOG0GHUn1WqxWep7kKB] · vcc2026-val-1 · 2026 validation contexts A, B and C DDDC: B0 Context-Control Resampling [submission HWLsGSmXaSF4GkQOtBG1] · vcc2026-val-1 · 2026 validation contexts A, B and C Apex_07: replogle_mse_focused_a02 [submission lotZLpELs5YITTUaAct1] · vcc2026-val-1 · 2026 validation contexts A, B and C Jianyu Lin: C4+群体均值约束-v1-20260910 [submission Gr4QGzb7ExZt9GwNkTVP] · vcc2026-val-1 · 2026 validation contexts A, B and C Lei Zheng: s18_prep_eb_low_cis [submission z1VJktNSn5EO07HXYHI5] · vcc2026-val-1 · 2026 validation contexts A, B and C Gün Kaynar: gwps-transfer-v1 [submission 4vq05b22pP3mOYqpZtg2] · vcc2026-val-1 · 2026 validation contexts A, B and C jinhua Bian: PertGA-Replogle-Hybrid-v1 [submission MLL9jkVZovSdKfWiwrYq] · vcc2026-val-1 · 2026 validation contexts A, B and C Steele: selector_moe_top1_g075_selfm11p75_fullnnz [submission t6TuKdqbE69B41U19nSD] · vcc2026-val-1 · 2026 validation contexts A, B and C NiuLai: AtlasShift rank77 ABC 20260917 [submission 9Y5xxS8Y8SQ3wzEtnF6K] · vcc2026-val-1 · 2026 validation contexts A, B and C yl: V2 MultiContext Pseudobulk LowRank [submission q1KC5hNLT7ntZxMPk8rv] · vcc2026-val-1 · 2026 validation contexts A, B and C jaewon yi: lfc-transfer-exact-gwps3-tau05-str025-sc1 [submission aCDqjap6D4fikIMnKcvl] · vcc2026-val-1 · 2026 validation contexts A, B and C Spongebob: STACK Frozen Paired V1.1 [submission fWXjGHWrvcwN0hAXXX2I] · vcc2026-val-1 · 2026 validation contexts A, B and C svm: MilkDragon V4 [submission VURZnHerRuzWOBk2jXxN] · vcc2026-val-1 · 2026 validation contexts A, B and C Berk Uluçay: airea-s21-v1 [submission MUkLkMVNWhopEQFh94KU] · vcc2026-val-1 · 2026 validation contexts A, B and C lulu: v3-esm-mlp-delta1.5 [submission 4rKWfj4Gq4XzfOdHnT3c] · vcc2026-val-1 · 2026 validation contexts A, B and C mingzhou jiang: sein v0.2-counts [submission 6za9KnOWbbfCMCj07MaY] · vcc2026-val-1 · 2026 validation contexts A, B and C webioinfo: Luv_1.1 [submission ilrSc1pf2qOAMUPeTdON] · vcc2026-val-1 · 2026 validation contexts A, B and C Giri Anand: sample [submission ByEcLD8f3WadaYG7Yk6y] · vcc2026-val-1 · 2026 validation contexts A, B and C codertx: coraFusionV1 [submission K2IoouOjvP2EyNeVxg16] · vcc2026-val-1 · 2026 validation contexts A, B and C SG: gz-15 [submission dB55jYYTObdICrv1uvx6] · vcc2026-val-1 · 2026 validation contexts A, B and C Astra Fable: vcczero-R3-round1 [submission jYnkfNBsdHb12iydGEtE] · vcc2026-val-1 · 2026 validation contexts A, B and C Prash Singh: pipeline-smoke-test [submission CDnRSUL8h7VM5J4hQKoo] · vcc2026-val-1 · 2026 validation contexts A, B and C xuan wang: Raw [submission KSryQjkDrCXYur9r0fLE] · vcc2026-val-1 · 2026 validation contexts A, B and C CNCB-Sycamore-AILab: Excalibur V3 [submission bnfrzzwBTmkQHSr8gVK4] · vcc2026-val-1 · 2026 validation contexts A, B and C Kai Song: m9030 [submission tky7fEKDfgNKUV5N0bqO] · vcc2026-val-1 · 2026 validation contexts A, B and C ptjam: m9060 [submission x6W7ShAIaYK1yi28QpW4] · vcc2026-val-1 · 2026 validation contexts A, B and C Schrodinger: v5 [submission 9Ft8OmD4zlg1qzqJ8i9b] · vcc2026-val-1 · 2026 validation contexts A, B and C XUJING YAO: F1-frontier [submission HY6zDSNRmhnxTsBB394H] · vcc2026-val-1 · 2026 validation contexts A, B and C xxx yan: atlas-transfer v1.1 [submission tUoIAwQURLF7HeO20cu1] · vcc2026-val-1 · 2026 validation contexts A, B and C ameet more: per-context-singleline-v6 [submission VHLMJm9jO3GqYRAgVBSv] · vcc2026-val-1 · 2026 validation contexts A, B and C Radosław Czajkowski: S6 corr-weighted blend amp3.2 + target KD [submission AhPe2YZrYrJfMHMxl17Z] · vcc2026-val-1 · 2026 validation contexts A, B and C AI PING QI: gwps_spec_a1_v1 [submission MKLLD8vo9vPrZNWyxdjs] · vcc2026-val-1 · 2026 validation contexts A, B and C Qingyang Ren: v8 hybrid: v7 base + confident-core k562 injection [submission fOxcqKCjWtZazgwzz9By] · vcc2026-val-1 · 2026 validation contexts A, B and C onecellman3141: Cellulator T900 [submission e9ZYhQe3nY2vX0I7KRKZ] · vcc2026-val-1 · 2026 validation contexts A, B and C Lu Zhao: abc_context [submission x4xwpydcnXT3mdM9ZRlm] · vcc2026-val-1 · 2026 validation contexts A, B and C Allein: v23_orion_full_g1p25 [submission pARldeWJqsUOGJSZgEOn] · vcc2026-val-1 · 2026 validation contexts A, B and C Kevin Wu: GXL v1: Replogle K562 gwps log1p-delta transfer (272/300) + NTC-mean fallback, top-1000 Poisson [submission c2ydJZsSKivxtGId7xoy] · vcc2026-val-1 · 2026 validation contexts A, B and C VarnaOps: scfm-nb-v1 [submission eZBtnrrqiUChvWZPZZTc] · vcc2026-val-1 · 2026 validation contexts A, B and C 行野: 波克布林0913c [submission 3g78H8Vp86xt39ZPkFIr] · vcc2026-val-1 · 2026 validation contexts A, B and C qifenzui: retrieval-csr-round-top300 [submission 6YO4rBqgjGFYQ4R0dUJc] · vcc2026-val-1 · 2026 validation contexts A, B and C Slurm Shadi: Cellulation [submission arJ3HAQvDGC9CFnLkJqz] · vcc2026-val-1 · 2026 validation contexts A, B and C bangtoe: bangtoe-v25 [submission nIl53HsrTcDWzseF0ipd] · vcc2026-val-1 · 2026 validation contexts A, B and C Bill M: Confident transfer with saturating deterministic emission [submission fUXl3jXGL1TsQUABdsnz] · vcc2026-val-1 · 2026 validation contexts A, B and C athenen: l025-v1 [submission qp52lBuyHgvU9p9t3tci] · vcc2026-val-1 · 2026 validation contexts A, B and C wyf wyf: ctx-pair [submission FYDt4RlVxmig0bvJigO5] · vcc2026-val-1 · 2026 validation contexts A, B and C White: White_v6_LocalAugmentedBlend [submission EsCExkSTi9ueO7RLidwY] · vcc2026-val-1 · 2026 validation contexts A, B and C ccaae: s57 [submission pocrtqKYqEnt7vQsZ1aB] · vcc2026-val-1 · 2026 validation contexts A, B and C Kevin: Reuniclus_3 [submission qbtBHIm7JqvlUEkEsgiD] · vcc2026-val-1 · 2026 validation contexts A, B and C binyu-salvectors: k3-31 [submission hjkpgPTclxvGizGtQ0ku] · vcc2026-val-1 · 2026 validation contexts A, B and C Apex Intelligence: state_se600m_sparse [submission Nj0XuUIdRFPoxWe5qSpc] · vcc2026-val-1 · 2026 validation contexts A, B and C Formosa Bear: 2026val context baseline (calibration) [submission qaAOFXglWrRJqJeHC6jR] · vcc2026-val-1 · 2026 validation contexts A, B and C WEI YUDI: L84 diagonal context transfer (local gate not passed) [submission aPBHbdhRmY0go40ABJgS] · vcc2026-val-1 · 2026 validation contexts A, B and C Anders Lindström: replogle k562 signature nudge, scale 6 [submission BhdIwPTlqoIqCyVAw1BR] · vcc2026-val-1 · 2026 validation contexts A, B and C Mohammad Usman: usm-v8 [submission WFQfmf6ponEwvoXS6jhV] · vcc2026-val-1 · 2026 validation contexts A, B and C Hari Prakash: MoleculeMind v184 [submission hQFbUfLegcELwSL9rpu0] · vcc2026-val-1 · 2026 validation contexts A, B and C Aaron Kanzer: scigantic-target-only-v1 [submission 0UZa8Vd2Hdc67QJAsNNG] · vcc2026-val-1 · 2026 validation contexts A, B and C Fangjia Luo: IdentityMatched-v1 [submission 79BinafCydWJbiR2MK3R] · vcc2026-val-1 · 2026 validation contexts A, B and C jakki: expI7-stochastic-rounding [submission 6fKh5MqMRTj4SOMzU0OJ] · vcc2026-val-1 · 2026 validation contexts A, B and C AI4S: MORPH v3 model + best kNN config (threshold 0.3/0.2, no direction voting) [submission NqTpLBDs4KUsYZ8kGyFN] · vcc2026-val-1 · 2026 validation contexts A, B and C just_student_number_99: mean-delta a1.0 + knockdown [submission PQ4YZDiiwdt8zaQ8bxAD] · vcc2026-val-1 · 2026 validation contexts A, B and C l---y: PB50k-EqualMean-IPF-0918 [submission KoZr7wr1ECeGtbWMGbrx] · vcc2026-val-1 · 2026 validation contexts A, B and C Ritishka Gupta: sample [submission uodFpGjgwgfRGunv0NQA] · vcc2026-val-1 · 2026 validation contexts A, B and C San Mu: 30 [submission JK11KkOdivqcL1bvwWVK] · vcc2026-val-1 · 2026 validation contexts A, B and C The Cell Mates: baseline_v4 [submission g4jv1IPqX18qbhfG777m] · vcc2026-val-1 · 2026 validation contexts A, B and C Yao Li: Yao Model v5 [submission qhCmZju9KsanXykG7HpM] · vcc2026-val-1 · 2026 validation contexts A, B and C Wuhan Zhang: AnonymousJointResponse-KOLF-HGB13-v81 [submission B8uhv6ao4sgjVeqgB1Mc] · vcc2026-val-1 · 2026 validation contexts A, B and C xD: b15 [submission gx5ZU71U5p5mhPvEs7Ar] · vcc2026-val-1 · 2026 validation contexts A, B and C CytoAlphaThoughts: CY_V71 [submission zZdLSpSD3BySRl4YgG32] · vcc2026-val-1 · 2026 validation contexts A, B and C The RL team: baseline [submission Hcp6VJt9dSkNrukBSqKy] · vcc2026-val-1 · 2026 validation contexts A, B and C Lan Shui: esm2-lowrank-r16-controlpoisson-v1 [submission 7jLs37MwSfUkywemE1ul] · vcc2026-val-1 · 2026 validation contexts A, B and C HideOnBush: alptest [submission vKnd4kl82RPv0Sy6MnJj] · vcc2026-val-1 · 2026 validation contexts A, B and C Weilue Luo: K562 Orion Precision Ridge - Stratified NB v1 [submission WTNnIOv462FjBOWBQCNs] · vcc2026-val-1 · 2026 validation contexts A, B and C Yangyi Liu: ControlNull-fullgenes-guidebalanced-s20260905 [submission tUFNiD6E09UAndOS3SZ2] · vcc2026-val-1 · 2026 validation contexts A, B and C Hanyang Du: CellFlow-full300-20k [submission OwsxEz36ytpKlHRoa9eu] · vcc2026-val-1 · 2026 validation contexts A, B and C T: v1 bootstrap baseline kd0.80 seed0 [submission BuwCITJW3Iq9gDTSxBaI] · vcc2026-val-1 · 2026 validation contexts A, B and C hacking: W2 COMPASS Residual Only [submission Cg83tcR1v8jEm2JzfEgm] · vcc2026-val-1 · 2026 validation contexts A, B and C Wang Yuhang: Xiexiu-v2-KOLF-20260915 [submission Tm8JlyulyIYnYebJZ9sq] · vcc2026-val-1 · 2026 validation contexts A, B and C TAO: v17 v2-allin-11folds [submission jQxmoTr9uCCDiuk8NMoP] · vcc2026-val-1 · 2026 validation contexts A, B and C umbriel: v20260916-stackctx-g2-bc-v001 [submission exZ40KXicxOL2WpuMZ85] · vcc2026-val-1 · 2026 validation contexts A, B and C Silico: stat-transfer-consensus-tabicl-fill-v6 [submission u8PAnwLGe77ymWEa6NmR] · vcc2026-val-1 · 2026 validation contexts A, B and C hlu: s10 [submission CM39BIm5lbFKpc4JAn8I] · vcc2026-val-1 · 2026 validation contexts A, B and C MY Institute: v5.3 sign model flip@0.9 a1300f8 [submission oankAwLQcmObU2VdRQpL] · vcc2026-val-1 · 2026 validation contexts A, B and C Saber: RAPTOR27 [submission 83feV8sO5WkHMIwoJpd9] · vcc2026-val-1 · 2026 validation contexts A, B and C LTD: Onyx [submission gPGl1sl9zFsJW0w8PD8y] · vcc2026-val-1 · 2026 validation contexts A, B and C BabaJaguska: m1_ensemble [submission xn7og08xepUuq02wesci] · vcc2026-val-1 · 2026 validation contexts A, B and C iidesu: v7-cd4i-rest [submission ahwnPhkhWxejUffJ1PJv] · vcc2026-val-1 · 2026 validation contexts A, B and C OPUS-Cell: v0831_cpm_continuous5 [submission P5IMMJxwzZf2SLQWKBOM] · vcc2026-val-1 · 2026 validation contexts A, B and C 123king: countergenome-resid-v1 [submission sy6Lq5W8qrLurlzaL3AT] · vcc2026-val-1 · 2026 validation contexts A, B and C Syracuse: 0919a-vc34 [submission rCEsxJDOgIEHdG48ii8O] · vcc2026-val-1 · 2026 validation contexts A, B and C OrgLab: scPLAD-DRDD completion a0.5 top3000 [submission i7SOBcJkCL8huFWOqZ4f] · vcc2026-val-1 · 2026 validation contexts A, B and C jjjing1998: Blend1.21I_LargerDirection50 S50 signed-DE gate [submission w4NLG0tJSEFUbbjNsA5f] · vcc2026-val-1 · 2026 validation contexts A, B and C test.: my model [submission 5kHeuHfBne1tym8lXWzl] · vcc2026-val-1 · 2026 validation contexts A, B and C pan: Baseline 3 real delta hybrid [submission rFBGEc1HDrdwKBo8L2Li] · vcc2026-val-1 · 2026 validation contexts A, B and C Intercontinental: LL-20260918-altass2 [submission daUnHSRxzQvh1uQvL0od] · vcc2026-val-1 · 2026 validation contexts A, B and C Unperturbed_STATEs_of_Mind: stackpert-compliant-x4 [submission K1dKezr7NhIVdtXnbKt1] · vcc2026-val-1 · 2026 validation contexts A, B and C Benjamin Parrish: expression-mlp-2026 [submission AQ5n5bw1vsYaLc2eY8mm] · vcc2026-val-1 · 2026 validation contexts A, B and C cl9: state [submission D4RIt9EdMDwDFHMQwL8y] · vcc2026-val-1 · 2026 validation contexts A, B and C BusyBeaver: quiet transfer: overlap damp 0.5 + attn x0.25 fallback (magnitude-shrunk after fid -0.47 at x1.5) [submission VLdVyWJSWKEAqBW3lf3p] · vcc2026-val-1 · 2026 validation contexts A, B and C None: phascogale [submission dfEhPoTP2JhyWibRmrXo] · vcc2026-val-1 · 2026 validation contexts A, B and C mfa: control-resample-20260916 [submission BFHUzkR0GoWY7wBFOOgP] · vcc2026-val-1 · 2026 validation contexts A, B and C Cellturbline: STATE+ESM2 v2: fixed normalization scale (fixed CP10K target), log-space FC clipping, 210/300 target coverage [submission 38Tiq94O9f3pZv3rX5XX] · vcc2026-val-1 · 2026 validation contexts A, B and C The Jungtion: base_protein_sim_v1 [submission HkieegIzEQHiZtEajV3M] · vcc2026-val-1 · 2026 validation contexts A, B and C Nikolas Kalavros: Orion-K562 v6 [submission v5NXAcuFWd89llFmcmZu] · vcc2026-val-1 · 2026 validation contexts A, B and C Liu Zhiyuan: H58 H53 plus Zhu signature augmentation [submission XkEDQS0znPGOYrKPop3E] · vcc2026-val-1 · 2026 validation contexts A, B and C lin lin: G2.1 exploratory template tilt [submission wibhI1NEJjPMl7v7ewKh] · vcc2026-val-1 · 2026 validation contexts A, B and C TR[AI]L: submission12 [submission rMhefC4Cv3HhWkx6tbcD] · vcc2026-val-1 · 2026 validation contexts A, B and C Jurassic Park: jp-69-allrows [submission wYDDnWXbWTKx6bGjrb1A] · vcc2026-val-1 · 2026 validation contexts A, B and C TOBE: 260917_v1 [submission AHmZGKreUN7gFUELc52b] · vcc2026-val-1 · 2026 validation contexts A, B and C GlancerZ: STATE-SE600M-Frozen-FourSource-v0.8 [submission x1xGBy1lQHSt8L4bfsLo] · vcc2026-val-1 · 2026 validation contexts A, B and C papercrane: Paper Crane KIRI R5 Full Coverage Upside [submission nIf3M4qQFc3P7bRS6CL9] · vcc2026-val-1 · 2026 validation contexts A, B and C Bowen Han: v31 [submission zcYwkEGWpauVX42qqByE] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhijian Li: base line v2 [submission rjUhs2EGxZDxW5a9f283] · vcc2026-val-1 · 2026 validation contexts A, B and C Sinne Xing: MLP + rank-32 head, context-tuned [submission 7afqC6OqpJv0EuRvxJaO] · vcc2026-val-1 · 2026 validation contexts A, B and C ackena: hek-a035 [submission nYLGf7qHBKcK6lCPNtsz] · vcc2026-val-1 · 2026 validation contexts A, B and C Xiaoning Lin: AtlasFamily-MeanLock-v5 [submission nsuXs87XhjcDO1eOJl6J] · vcc2026-val-1 · 2026 validation contexts A, B and C Wonmin Kim: b19 [submission pamfw9b1glTBvlXvEyQA] · vcc2026-val-1 · 2026 validation contexts A, B and C AGI: Public H1 50-50 Blend Reproduction [submission seAN8YvBV7G5yQ1a8Mwc] · vcc2026-val-1 · 2026 validation contexts A, B and C Jianhan Mao: Sidechain SER-rb03 [submission 8MM4xc77R6A2Oa7cDcl5] · vcc2026-val-1 · 2026 validation contexts A, B and C yushi chen: candidate_0917c [submission 2BK0SDkxJNH3QIppJig7] · vcc2026-val-1 · 2026 validation contexts A, B and C Uma Sthanu: additive-k562-lfc0.4 [submission CCdJ0Nbv6rowezMPHjtn] · vcc2026-val-1 · 2026 validation contexts A, B and C GUOQIUTONG Guo: K562ContextAdaptiveStat v4 mix320_80 multisource soft [submission OAVgIWdVNZUXqX0hdelC] · vcc2026-val-1 · 2026 validation contexts A, B and C CC-VirtualCellShift: CC-VirtualCellShift NonCC-v2-H020 [submission 7SmwpaxC1iLrdK41o7n1] · vcc2026-val-1 · 2026 validation contexts A, B and C Toshi: nikujaga [submission uPfjdqhQCCmzQQ7ZikEq] · vcc2026-val-1 · 2026 validation contexts A, B and C polligator: E [submission TgqgCgLR2YUCG4BD1TmV] · vcc2026-val-1 · 2026 validation contexts A, B and C InnoB: Snipe [submission CminnZRmHKYZS5vQ854R] · vcc2026-val-1 · 2026 validation contexts A, B and C Mengli Zhang: vcc-mz-16 [submission hX7fP0ig0JA6qssNIdqd] · vcc2026-val-1 · 2026 validation contexts A, B and C Xintian Mao: MODEL [submission 4n1WfCZPwIl5l5uKEPqF] · vcc2026-val-1 · 2026 validation contexts A, B and C Shehab Anwer: v4-clip2-restore [submission cM757XEzeyOW8h7BIZ4B] · vcc2026-val-1 · 2026 validation contexts A, B and C barthazian: champion-moe-ensemble-v1 [submission hS48SlJy2p8w0Fqcv4hB] · vcc2026-val-1 · 2026 validation contexts A, B and C MetaMotif: MetaMotif-M029-STATEv3-Final-Direct [submission oNXMwpwAshxYKNkRLtPa] · vcc2026-val-1 · 2026 validation contexts A, B and C Yixiang Mao: pfdo-v1 [submission Jrnnmw3YV7u9bRb6PHgS] · vcc2026-val-1 · 2026 validation contexts A, B and C Haowei Xu: replogle-full-axis-geometry [submission cdmZwzrNNywMTeKJm0on] · vcc2026-val-1 · 2026 validation contexts A, B and C deFunc: deFunc v3 [submission UJBjxvwCNxtrGTu2OmkJ] · vcc2026-val-1 · 2026 validation contexts A, B and C raphael.r: Random submission [submission Dl0E7qguv35o0GevrAi4] · vcc2026-val-1 · 2026 validation contexts A, B and C 猪猪侠: try [submission zkZYR9NlI5JZwz4qgzuO] · vcc2026-val-1 · 2026 validation contexts A, B and C Bingyi Zhao: Context-conditioned validation model v2 [submission w5bdag5VTN2vdNUEcCeN] · vcc2026-val-1 · 2026 validation contexts A, B and C Onion Yang: r55-BC-agreement-weighted [submission ItklV5WSjdwueznmSbOb] · vcc2026-val-1 · 2026 validation contexts A, B and C Jongwon Im: Stack MDM5 Orion282 / original v2_18 [submission IPbpbiYetZmEEp1TwW6N] · vcc2026-val-1 · 2026 validation contexts A, B and C xihun luo: BackgroundMix NB v2 [submission r8z5UVhK2xToQXfe3dlH] · vcc2026-val-1 · 2026 validation contexts A, B and C Yulan Fei: aqua-e009-cosine-rebase-cont-20260914 [submission i9nvF5JlQzElVKqpVhX7] · vcc2026-val-1 · 2026 validation contexts A, B and C xuan xiao: STATE frozen fallback baseline 20260918 [submission L11HGfhfp2YsWaMSMxKo] · vcc2026-val-1 · 2026 validation contexts A, B and C Victor Efimov: pipeline check: random sample, not a model [submission YuLzi7VyGvNeeGrw1ERJ] · vcc2026-val-1 · 2026 validation contexts A, B and C Bofan Qian: baseline77 gene-correlation residual emitter on baseline47 [submission sFNCp189IRkhbCrOimsK] · vcc2026-val-1 · 2026 validation contexts A, B and C maixi li: v11 [submission ka5Z7qDM7hSlccLPc950] · vcc2026-val-1 · 2026 validation contexts A, B and C CW100: RF2 [submission qPOgzTszNhNcAo7ih8cd] · vcc2026-val-1 · 2026 validation contexts A, B and C Yu Han: R1_M4_unseen_M2_seen_v1 [submission rZSdUs24CpuEm7VUfO3d] · vcc2026-val-1 · 2026 validation contexts A, B and C Yuanhao Li: v20260918-effect-hardthreshold-0.02-abc-v001 [submission wq4VLVMNynhJrUWXqKIK] · vcc2026-val-1 · 2026 validation contexts A, B and C Chunhao Gu: Solu-test [submission 5PTXJhTFTaK6S7dZy1nf] · vcc2026-val-1 · 2026 validation contexts A, B and C p19: p19-m7 [submission 7SqpbVxzcRhMQFoG5YnK] · vcc2026-val-1 · 2026 validation contexts A, B and C 。。。: v18 Orion HCT116 delta transfer with multinomial counts; fallback submission [submission YeSIg3hVnO9Otwqi7Y6F] · vcc2026-val-1 · 2026 validation contexts A, B and C Jeevesh Krishna Arigala: Ripple-Immigration-1 [submission 9hmZEKVDXHEUaxyuCh7I] · vcc2026-val-1 · 2026 validation contexts A, B and C yiqing zhang: Replogle K562 Delta Transfer v1 [submission 9L7m6TphKo3jBNx1YZF3] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhang NUUU: abl-w1224 [submission eZyXPujEuvjDDfH63DhW] · vcc2026-val-1 · 2026 validation contexts A, B and C SNU_LCDD: ml-hgnc-target-s42 [submission 16EoYnnDBQUcFE4ZNSxx] · vcc2026-val-1 · 2026 validation contexts A, B and C PerturbCell造物者小队: m8020 [submission ZmbWDdfIKdfGETLQejwb] · vcc2026-val-1 · 2026 validation contexts A, B and C Haystack: GSA-044-PHF8-W080 [submission tRtn7yCyw0hyztBttBoB] · vcc2026-val-1 · 2026 validation contexts A, B and C LBJ: h39 [submission rr01SCTl4DGpPREZDv4V] · vcc2026-val-1 · 2026 validation contexts A, B and C Dowler Huxley: joe [submission tiRcskie3i0yLoauQNvI] · vcc2026-val-1 · 2026 validation contexts A, B and C victor: s62 [submission gmgqDjMxDnp6cVw6qg0m] · vcc2026-val-1 · 2026 validation contexts A, B and C Yuhao Wang: sn05_kernel0125_cf_20260919 [submission Zw7fkA2soxMxiS7AoGfN] · vcc2026-val-1 · 2026 validation contexts A, B and C qian: candidate-013 [submission tKZzwKvXocAUQFsq4qvf] · vcc2026-val-1 · 2026 validation contexts A, B and C Lei Huang: pred_conf [submission CicXcmFwto9PSeU4uT5m] · vcc2026-val-1 · 2026 validation contexts A, B and C T-Yang: dl_v2_real13 [submission vXns8ZoqkVuf6Gbj0FS9] · vcc2026-val-1 · 2026 validation contexts A, B and C Mariusz Walkiewicz: Mackenzie Collie [submission QptQx4j7qXI2vZUhWJ23] · vcc2026-val-1 · 2026 validation contexts A, B and C Jiale Zheng: DE Aware Alpha012 Prop [submission FoupQsl9RdrHh8HTt1gj] · vcc2026-val-1 · 2026 validation contexts A, B and C Mike Ogilvy: CellAwareGEARS-enhanced-v2-dynamic-edge [submission NjGtnxkwqqSWUa7kIG2Y] · vcc2026-val-1 · 2026 validation contexts A, B and C Yaoyun Zhang: bm-trial19-amp3-ontarget-v1 [submission no4BRHS2c9nfaPXpMKA4] · vcc2026-val-1 · 2026 validation contexts A, B and C vgrozd: Baseline knockdown benchmark 1 [submission o6VzzJ8y8T6xMGCbTfGS] · vcc2026-val-1 · 2026 validation contexts A, B and C xiaoyan chen: TT Bio [submission 0uFU0ccqEDw6SMvIzAjF] · vcc2026-val-1 · 2026 validation contexts A, B and C GREAT: Delta-Half-Probe [submission dJC34RI34ccPpjIkTTgg] · vcc2026-val-1 · 2026 validation contexts A, B and C sddp: entry-d66ce97b [submission A5HURVlWnXHXSy7aSuGv] · vcc2026-val-1 · 2026 validation contexts A, B and C yj zhao: StateFlow V4 joint 20260918 [submission 0mQDMxWESRfguUIHDZsT] · vcc2026-val-1 · 2026 validation contexts A, B and C Jimmy An: r62635ad [submission PPxfIvMZkeu4XqCHec8H] · vcc2026-val-1 · 2026 validation contexts A, B and C kerai: fold-change base (kappa=0.1) on K562-gwps same-gene delta, 272/300 covered, multinomial render at empirical library sizes [submission PeEZ5YW4aJ7GpPt4sUUs] · vcc2026-val-1 · 2026 validation contexts A, B and C Biory: v59b-5s [submission 8GA7rZ27Ob8Bo6zBMNGp] · vcc2026-val-1 · 2026 validation contexts A, B and C Exaforge Labs: Cellshift [submission qb8uIYS0xk8opOCclKm4] · vcc2026-val-1 · 2026 validation contexts A, B and C Cyan Ding: xline evidence gate z0=5 p=4 (K562+HCT116+HEK293T), anchored sampler [submission gkxThPb2u6opHMJfVOqc] · vcc2026-val-1 · 2026 validation contexts A, B and C Chen Yang: denoisedSelfMem_k500_a120_nokd [submission 8QKjhHHJp8tEy47aNirD] · vcc2026-val-1 · 2026 validation contexts A, B and C fan li: FL.Atlas.Fifth.Harbor [submission nxAMk2y0LACfEXW3XgGm] · vcc2026-val-1 · 2026 validation contexts A, B and C kaiyuan Guo: KV_D58 [submission e3nBVcZVDcp2PphF8WTs] · vcc2026-val-1 · 2026 validation contexts A, B and C V5: fus30c07 [submission rLvZexcqdSM8cxxwxJAq] · vcc2026-val-1 · 2026 validation contexts A, B and C Junyan Chen: FreqHarbor21 [submission nPdFuaBWvPPyjWzzvUrX] · vcc2026-val-1 · 2026 validation contexts A, B and C Rafał Możdżonek: px-42 [submission 9iTzQCXGrImEo0zF09vc] · vcc2026-val-1 · 2026 validation contexts A, B and C BT: PCA512-CT-STRING-SIGNOR-NeuralGen-260911 [submission u7CaGLQW6oZEGq3RkFnS] · vcc2026-val-1 · 2026 validation contexts A, B and C AIplz: M6.1.1 [submission rlU43jzay66Ns2qgPP6V] · vcc2026-val-1 · 2026 validation contexts A, B and C Abd Ali: context-transfer-v2 [submission bWFnPJGBkBdXI0UGh20h] · vcc2026-val-1 · 2026 validation contexts A, B and C 黄龙: pred_g06pc [submission vS6wdKxLvlVfeSuRUSey] · vcc2026-val-1 · 2026 validation contexts A, B and C Gia Khang Tạ: v2 initial submission: prior-dominant MoE release with breadth calibration and a live-scored level-3 tuned E2m emitter [submission KWjZr5XxaVD3iLn5duDz] · vcc2026-val-1 · 2026 validation contexts A, B and C Dunpeng Cai: Virtual-Cell-Go hybrid-v3 [submission a1gq2QuGopAi9Odc7scK] · vcc2026-val-1 · 2026 validation contexts A, B and C 林克da魔王: 西诺克斯0914e [submission cvQxAQTzGKs2JzEZVnyI] · vcc2026-val-1 · 2026 validation contexts A, B and C Jip Wulffele: baseline_v0 [submission Cpmx1lk3b9Uabvrg2lq4] · vcc2026-val-1 · 2026 validation contexts A, B and C qxd: xdfg0906 [submission 83B932fjCUXycYjzFgTs] · vcc2026-val-1 · 2026 validation contexts A, B and C 邱晨: scBIG VCC2026 H1+Jiang HVG5807 K64 M16 [submission R9QjwX7fRXd7QE70yaTf] · vcc2026-val-1 · 2026 validation contexts A, B and C Y-Lab: context_response_r0_family_equal_v1 [submission rJEIkZGNesCE6RoS3SnJ] · vcc2026-val-1 · 2026 validation contexts A, B and C KUBIG: Orion HCT116 only, gemma3 2.26B, 48k steps, H1 val [submission prkpI0muVnLY925ELocQ] · vcc2026-val-1 · 2026 validation contexts A, B and C Shaoming Duan: AtlasShift-TargetGate-FengBC-v2-Resubmit [submission E3fkqIadzFPKBnXaPlDB] · vcc2026-val-1 · 2026 validation contexts A, B and C UNC Molecular Modeling Lab: Level3 v1: four-context training [submission WgV2bmsCgwnfN1AKejQx] · vcc2026-val-1 · 2026 validation contexts A, B and C s007: trial [submission NUQcidTG4ybWb4sdY2O6] · vcc2026-val-1 · 2026 validation contexts A, B and C LEANDRO YU JIN LIANG: State-A 2025 transfer s42 v1 [submission OszXzRrmoRq3IdK9Vldg] · vcc2026-val-1 · 2026 validation contexts A, B and C Let's Try Hard: iTryHard Mk 5 [submission wvGEkX2Kvvs4nPvIBxsG] · vcc2026-val-1 · 2026 validation contexts A, B and C Prot4D: C: A recipe (hct-cap15, a0.5 b1.5) + POOL2 cross-line transfer w1.0 — one factor vs entry A [submission 5h25ac6S7PFGG5BCQtaN] · vcc2026-val-1 · 2026 validation contexts A, B and C JianChi Mei: run-38 [submission uFs8mt9d1LcG4f82F9s2] · vcc2026-val-1 · 2026 validation contexts A, B and C RDS-CSI: p3-3lc-hyb [submission iCwK5bCtdS1Utldix3g2] · vcc2026-val-1 · 2026 validation contexts A, B and C Ideoscopic: spectral [submission wJQ9xLOUshxcCJEyrytr] · vcc2026-val-1 · 2026 validation contexts A, B and C MetaLearner: toy2_3.80 [submission EF7s2sjq6Aoi4vLcYrJr] · vcc2026-val-1 · 2026 validation contexts A, B and C ice: v4 [submission FvchggjRJmMR1GXI3Jql] · vcc2026-val-1 · 2026 validation contexts A, B and C YANG Emily: CDX015 fixed A gene totals BC exact [submission dvtqIa3JcTjnvyJWCWVJ] · vcc2026-val-1 · 2026 validation contexts A, B and C As their bodies, sensually yearned to be united, he kissed her, and she yielded for a few moments: Rickover v13 [submission 4Ehk3TN4FuXp3unuoDRd] · vcc2026-val-1 · 2026 validation contexts A, B and C 毅 张: pipeline test [submission 5AwxqQ8BVUeXIjmZMHF6] · vcc2026-val-1 · 2026 validation contexts A, B and C abobo: V15 [submission N8871kkEJpVUaGiuMkrl] · vcc2026-val-1 · 2026 validation contexts A, B and C Amin Nami: co-expression sign prior, K=500 alpha=0.3 [submission DuXcxcdxS5PB9mGFfdTh] · vcc2026-val-1 · 2026 validation contexts A, B and C Rafael: H040 multi-atlas moment-emitter RMS0.15 ABC [submission 45U6vVIlecQtjKXKWS34] · vcc2026-val-1 · 2026 validation contexts A, B and C zhiqing qin: sample36 [submission uRTPPEmiqYcQJL6zGM3W] · vcc2026-val-1 · 2026 validation contexts A, B and C Forrest Sheldon: shifted-control (H1 global axis) [submission jRO2BVwofsznQgIy2Jw3] · vcc2026-val-1 · 2026 validation contexts A, B and C 777: m7 [submission xTnepHMvPm0uR1p9HxKd] · vcc2026-val-1 · 2026 validation contexts A, B and C ITHACA ZERO: test4 [submission xHF92nlFv44BYc8Mu86b] · vcc2026-val-1 · 2026 validation contexts A, B and C haoxuan Li: yhao_v3 [submission F5jaKIvwPOKoU4h1VCGC] · vcc2026-val-1 · 2026 validation contexts A, B and C SIG26: nxkBIG [submission AVKdqN3j6Lr3v6Qd5SYs] · vcc2026-val-1 · 2026 validation contexts A, B and C Madman: V9a-filler-amp072 [submission UFFYn0SfqNlHaQwUFIS6] · vcc2026-val-1 · 2026 validation contexts A, B and C Jianhua Wang: protein-coexpression-confidence-responder-v4 [submission jtxVXhB0caENPva952tL] · vcc2026-val-1 · 2026 validation contexts A, B and C 书斌 曹: 12345622 [submission IzyLNyr1dgtFodpdoM9Q] · vcc2026-val-1 · 2026 validation contexts A, B and C Kyle: scGANT full-data + pert-head fine-tuned on VCC2025 H1, zero-shot v2 [submission VUkP2GSRpKKmjwhFMx3j] · vcc2026-val-1 · 2026 validation contexts A, B and C zeng shirong: lingshu-vcc2026-cell-embed-deloss-epoch10 [submission O2K2YhYiOhoZcnLFuM4c] · vcc2026-val-1 · 2026 validation contexts A, B and C XiYue Stone: my model v3 [submission yIj7Ek4B8FkfIlFVUDKk] · vcc2026-val-1 · 2026 validation contexts A, B and C yunie: Model v4 [submission 1Y4rD0TXIFyOu1wbPe5o] · vcc2026-val-1 · 2026 validation contexts A, B and C HuYefan: metric-hacker-v80-power2-pds [submission UoMY1kXIx3NJjFXMOmgW] · vcc2026-val-1 · 2026 validation contexts A, B and C Jonny: pu0x37 [submission vhJ0XVLE3WAcpxsl70cX] · vcc2026-val-1 · 2026 validation contexts A, B and C Garrrbage: --- [submission FLR83aZdJ5A3RGaEKnBX] · vcc2026-val-1 · 2026 validation contexts A, B and C Gru: Larry-v023 [submission Gfj4Qb7CSIxdtXSWw1Gr] · vcc2026-val-1 · 2026 validation contexts A, B and C Rapunzel: A17 [submission g8BmxQ02imYAmc0WPG9w] · vcc2026-val-1 · 2026 validation contexts A, B and C CCNC: zk8m [submission dga3i4NKIK5OYcyMeTMI] · vcc2026-val-1 · 2026 validation contexts A, B and C YaoyaoZhang_Lab: B1 context-only: same 400 representative control cells per target, stratified by library size [submission 7BHvjRBFMD1dEkN9HKgr] · vcc2026-val-1 · 2026 validation contexts A, B and C Rafał P: dummy [submission kpRUx5bl9iqMBYlo7BC9] · vcc2026-val-1 · 2026 validation contexts A, B and C junyan Bu: STATE ST paired-delta 8000 calibrated v1 [submission gYEStm0zBNYwi9cfCu5R] · vcc2026-val-1 · 2026 validation contexts A, B and C Uiyun Kim: p-dart [submission uXMo0GAVbvEt23vNQwVN] · vcc2026-val-1 · 2026 validation contexts A, B and C shihuan Luo: causalvcc-hct116-auxiliary [submission ZeeuGYOoDhdpcGbt3MIp] · vcc2026-val-1 · 2026 validation contexts A, B and C The Interventionists: lasso-comb [submission O8comN53GeL0R1Vy9Gzu] · vcc2026-val-1 · 2026 validation contexts A, B and C Taixing Qiu: sample [submission 7HsFDP3Z4gp89YykLK7r] · vcc2026-val-1 · 2026 validation contexts A, B and C Silver Labs: vCell [submission NtRaNqTXH8PpxfyVu2Hn] · vcc2026-val-1 · 2026 validation contexts A, B and C jinge wu: aspen_45 [submission zQrVDt8gtKBHtH1naeUO] · vcc2026-val-1 · 2026 validation contexts A, B and C Qi Chen: abl-amp10 [submission qHujNFa9mAv4jGcgerAN] · vcc2026-val-1 · 2026 validation contexts A, B and C CellMind: baseline0916 v2 [submission xZMHYsL0AVQKHf9pAoir] · vcc2026-val-1 · 2026 validation contexts A, B and C ACells: model_0010: model_0010: per-context sources (A=base3, B/C=+h1) [submission UAX95YHNUl5ecVLN5Msb] · vcc2026-val-1 · 2026 validation contexts A, B and C ZM: Regularized effect transfer v1 [submission v3kBW41ScYfX2kZ4KHkj] · vcc2026-val-1 · 2026 validation contexts A, B and C Will Blair: exact-control-b0-v1 [submission N6t38fpeTJsdBf1JCLb3] · vcc2026-val-1 · 2026 validation contexts A, B and C scTRION: 260916_pseudobulk_compass_hybrid [submission 9Qx0mc7So5hQjzrWKnrf] · vcc2026-val-1 · 2026 validation contexts A, B and C black_handsome_egg: zhihuidan_hybrid_v58 [submission w6WFIXyQxngZDA7vWiDG] · vcc2026-val-1 · 2026 validation contexts A, B and C fangyi chen chen: abl-cs15 [submission jMmNArH8jiZx0dsRiO4q] · vcc2026-val-1 · 2026 validation contexts A, B and C AdanR: PellaV4 [submission SUzzpmgaYJUBPpVdKyt1] · vcc2026-val-1 · 2026 validation contexts A, B and C DD: parallax-axis48-ramp040-s1152-f0125-seed7 [submission 8PDIXU6dihnnpFgWoJf6] · vcc2026-val-1 · 2026 validation contexts A, B and C Advaita Labs: E_primary_v4_cd4 [submission puFqG6j9MoWVEbtPT1La] · vcc2026-val-1 · 2026 validation contexts A, B and C Cas9cade: replogle-k562-delta-transfer [submission cXp3NQgmS5mDAN1AOD0J] · vcc2026-val-1 · 2026 validation contexts A, B and C phillipnicol: Model 1.0 [submission P0RuesS9KXSsjc7FaSt4] · vcc2026-val-1 · 2026 validation contexts A, B and C ZEYU BAI: m0: resampled control cells, no perturbation effect (pipeline baseline) [submission oSragNt8owBP4w4AGzju] · vcc2026-val-1 · 2026 validation contexts A, B and C Gouthamrajan Nadarajan: baseline model [submission 8vAW7KjxI216lSq1lY0u] · vcc2026-val-1 · 2026 validation contexts A, B and C t w: baseline_v1 [submission 9eLEyudXgnrbjEBaCJeK] · vcc2026-val-1 · 2026 validation contexts A, B and C buzzer beater: S1-ratio-uncentered-fast001 [submission FP0IgMUhi8zYcJxwJJMX] · vcc2026-val-1 · 2026 validation contexts A, B and C Logan: ln-23 [submission NCU16gJWejcQt54zduWa] · vcc2026-val-1 · 2026 validation contexts A, B and C CCSC: basis-v14 [submission DZwiGi8wQKGJ01LtdNWO] · vcc2026-val-1 · 2026 validation contexts A, B and C Arinze: cello-v4-simplecounts [submission ZOcXiyb6FuoXPqKX8rXB] · vcc2026-val-1 · 2026 validation contexts A, B and C Qingjing-AI: Qingjing-AI v41 [submission iCQfExd3zLBNimiUAayL] · vcc2026-val-1 · 2026 validation contexts A, B and C Leo: (STACK+ccfa1ee7) [submission eTUlW3tmkJJzVdl57xNP] · vcc2026-val-1 · 2026 validation contexts A, B and C Jason: Support-Calibrated Consensus v1 [submission lxBrPgvVVCZ1q1Rs0FfB] · vcc2026-val-1 · 2026 validation contexts A, B and C Robin Sayar: arch-inspect-sample (pipeline test) [submission LOyPmvvpeKbQBxV9YsWH] · vcc2026-val-1 · 2026 validation contexts A, B and C 机器复习: fw2 source-weight fusion (magnitude-calibrated) [submission 6PWmGgAN2fv5Zt39B1o6] · vcc2026-val-1 · 2026 validation contexts A, B and C 小桥细胞养殖基地: STATE VCC300 shared-batch effect best step48194 [submission PFU7VZnT7cPdtUtKTyRA] · vcc2026-val-1 · 2026 validation contexts A, B and C Zemin Li: m5e [submission pIrGle7mKqmAJ0NkISji] · vcc2026-val-1 · 2026 validation contexts A, B and C li wang: v20260917b [submission T26Jk7oN06WHRv95ssym] · vcc2026-val-1 · 2026 validation contexts A, B and C YAWENG FENG: dlm15_s025 [submission RpqkiES2B59o4ytb3BcM] · vcc2026-val-1 · 2026 validation contexts A, B and C CarlosVM: cvm-v14 [submission zKh04tHJisBW2PCyXg0R] · vcc2026-val-1 · 2026 validation contexts A, B and C DangerouslyFree: daily_20260913_official_2 [submission Cy4kvppSOgN7uAm7vX97] · vcc2026-val-1 · 2026 validation contexts A, B and C SpaceTrek: Paired-response-analog-v1 [submission LQXzJBHdu05ABYIiMCep] · vcc2026-val-1 · 2026 validation contexts A, B and C raft.bio: distinctive-programs2-permweight [submission 80XSonRLJJVfOZShUG8U] · vcc2026-val-1 · 2026 validation contexts A, B and C 思凯 黄: prism-v3f-fixedlib: 3-source transfer (K562/RPE1/HepG2) + NB counts - frozen best config, resubmit for final-round baseline [submission MnO3IDqAlf5DSMetLMoF] · vcc2026-val-1 · 2026 validation contexts A, B and C ElricBrothers: vcc2026-30-20260911T130030Z [submission K0QAiPLYteJrdgolCtuN] · vcc2026-val-1 · 2026 validation contexts A, B and C NienieのPan: scBaseCount-knowledge-PDSopt-a0.05-k256-v1 [submission goEXTeOBH3CvkL0yMBQR] · vcc2026-val-1 · 2026 validation contexts A, B and C BioFarmer: M15-3 [submission 5cdfco8ehjgoOxH8U92E] · vcc2026-val-1 · 2026 validation contexts A, B and C Masagon: entry-20260913-114629 [submission IgI7tJdhZ5AdiaY7REX9] · vcc2026-val-1 · 2026 validation contexts A, B and C gugugaga: SER-6aefn-repro [submission KhjpHk9gcy9AoL10k3ik] · vcc2026-val-1 · 2026 validation contexts A, B and C 细胞解码: control+coex0.4+targetKD(full) [submission 5bTb7nnS4brhmLmkWVfl] · vcc2026-val-1 · 2026 validation contexts A, B and C ZNHM: k562-qc-shrunk-v0 [submission YyYbyefUpXhjp8xJinUV] · vcc2026-val-1 · 2026 validation contexts A, B and C Udi Ngethe: kytos-k015-lowrank-r256 [submission eKgWcwzfjkJAyT8vEE5i] · vcc2026-val-1 · 2026 validation contexts A, B and C Chaak Ching Tsoi: VAE2 5-cell-line CVAE gauss/mse beta1e-3 [submission aDSWEp1xWFVP5tcvKkbA] · vcc2026-val-1 · 2026 validation contexts A, B and C 机器比我会学习: Version-08 [submission pKQx1kpbQ080nTYTGtZF] · vcc2026-val-1 · 2026 validation contexts A, B and C Jiyu Yang: AmpScale-V_D-x1.5-resubmit-20260918 [submission A9vlKLmwxrnLLuv58oSJ] · vcc2026-val-1 · 2026 validation contexts A, B and C Sabik (Eta Ophiuchi): MHVCC_26_0918_24 [submission KqQVmLFSxW5g6zuTyq9X] · vcc2026-val-1 · 2026 validation contexts A, B and C 郭润楠 郭: m9050 [submission ZEGKEruCZnlxKkZnssqn] · vcc2026-val-1 · 2026 validation contexts A, B and C YuFei ZHAN: STATE stochastic 20k best [submission 1W4RSxiOjVJFf5TrMCxI] · vcc2026-val-1 · 2026 validation contexts A, B and C Paulo Henrique Andrade de Oliveira: CELLINP-Zero-V5MAX [submission JIKDEYuBn0LlZB1EFlmF] · vcc2026-val-1 · 2026 validation contexts A, B and C Max: GWPS frozen residual half0.5 seed0 [submission j84GCDjaOKiI4bLRtSlV] · vcc2026-val-1 · 2026 validation contexts A, B and C Avigyan Sinha: ministate_v3 all-pairs ckpt, pooled src, normmatch emit, ctx UNK (no de-anon prior) [submission bgAmeFwrNUfpYmO8RHgR] · vcc2026-val-1 · 2026 validation contexts A, B and C Jia: DIRECT-SLOTS32-FULLAXIS-20260918-R1 [submission kErYMvhAjVWVvnNMVXZ0] · vcc2026-val-1 · 2026 validation contexts A, B and C chenlab-aivc: mafuse-cd4-s035 [submission x1GOXS6xQYwS4AqDfBFP] · vcc2026-val-1 · 2026 validation contexts A, B and C Potentia: PotentiaFlow-SchemeB-v2-alpha1.0 [submission AjS2STFj8jx0piGeF2LP] · vcc2026-val-1 · 2026 validation contexts A, B and C wkk: prediction_mean_delta 0909 [submission MwU2Fw5Iay2bZEfVkDpM] · vcc2026-val-1 · 2026 validation contexts A, B and C Kuangqin Chen: pipeline-test [submission iqY5UcnJkeCZBtG3JnXX] · vcc2026-val-1 · 2026 validation contexts A, B and C yufii Yu: context-resample-target0 baseline [submission uVo7zIdcwxuD3drEe2Wk] · vcc2026-val-1 · 2026 validation contexts A, B and C Wenbo Zhang: B0_control_bootstrap_s17_v1 [submission 0vCaDj5uaucCmsv4g7Hs] · vcc2026-val-1 · 2026 validation contexts A, B and C surajp: geneembed-ensemble [submission XkVzbblPDRSFUdnlztet] · vcc2026-val-1 · 2026 validation contexts A, B and C jiajun chen: neural_donor_nu [submission iOhKOVHET7cjuFMAey5o] · vcc2026-val-1 · 2026 validation contexts A, B and C Jessica Jiang: YL_B27 [submission VCFnHfksxkqsUhYMTERS] · vcc2026-val-1 · 2026 validation contexts A, B and C biointerest: DSpinRegularizedGraphTransformerV1 [submission 9CHO0bx78AWLGe2SLB8P] · vcc2026-val-1 · 2026 validation contexts A, B and C Sam Duan: sd-er3 [submission LOYLzPuJs8PcShQ8bPsg] · vcc2026-val-1 · 2026 validation contexts A, B and C 정 서진: m-187ae95b71d1fd8be4fa [submission 518tIuKdhhvvCQpdIVGP] · vcc2026-val-1 · 2026 validation contexts A, B and C Shengzhi Chen: test [submission 3JJhKoB1miai6xml5Nfa] · vcc2026-val-1 · 2026 validation contexts A, B and C WEILU LI: v6_transfer_test [submission Nky2GvVQPN0VpYklVCVa] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhen Hu: my model v0 [submission 1Q9TECu7nrcGfmkXV0aG] · vcc2026-val-1 · 2026 validation contexts A, B and C Ian Driver: geoatlas-v8.4 [submission ctqfBeZnK1D2ah0jte53] · vcc2026-val-1 · 2026 validation contexts A, B and C lixiaoxi: fenghouqimenv1 [submission 6jQXMOSsFk1MtHFJXE2B] · vcc2026-val-1 · 2026 validation contexts A, B and C Anagha Iyer: Arm1 coverage: top_k=5000 (was 700), K=100 alpha=0.35 gamma=0.5 f=0.15 k_sigma=0 sign=+1 [submission 18dfSqFjGZ8uL03dAiZI] · vcc2026-val-1 · 2026 validation contexts A, B and C wangzhonghan wang: BaseControl context mean baseline (top-300 sparse) [submission CRXrNBBAS0SqHQUlch5N] · vcc2026-val-1 · 2026 validation contexts A, B and C Fei: log1pcpm_top10L3_clean_6src [submission brWNnmgA5L17lKlHo1kN] · vcc2026-val-1 · 2026 validation contexts A, B and C Hualuo Pang: zscore_6src_pds6_a10 [submission 013ZDRPd06pr5C3caL9A] · vcc2026-val-1 · 2026 validation contexts A, B and C Mariusz Kurman: ccpsm_v4 [submission JhLMITTNxMpqTk0Q0MwK] · vcc2026-val-1 · 2026 validation contexts A, B and C Zizhang Li: baseline-v2 [submission 4L4PhmPAGbr8uahG4KPj] · vcc2026-val-1 · 2026 validation contexts A, B and C cqawesome: m0922b_valpins_m03 [submission E2fqRNEv3JZyi7qX4ozM] · vcc2026-val-1 · 2026 validation contexts A, B and C Arkadiusz Baraniewicz: v20-depmap-lineage [submission 20J6nDz4fPmgsTtfNZCx] · vcc2026-val-1 · 2026 validation contexts A, B and C Egg tart: dan ta v5 [submission KqYjMnYJZogmOWZvEvP5] · vcc2026-val-1 · 2026 validation contexts A, B and C HK: cp-004 [submission zpv5rK8rp1VwMfXfPtkV] · vcc2026-val-1 · 2026 validation contexts A, B and C Xiansu Nie: zhongshan_scmodel_v4-arch-raw-mask [submission duKE331oRVZHqpZQDpXa] · vcc2026-val-1 · 2026 validation contexts A, B and C AlphaBio: shrink a0.5 k2000 (a_eff~0.6): direction-preserving magnitude shrink of v10p to fix mse=0 [submission nOl3fd9xOOTwMFKX47X2] · vcc2026-val-1 · 2026 validation contexts A, B and C Target Vector LTD: raw-bulk-v23-iid-kaggle-transfer-test [submission t7wfcESRLF0swJcY3ma0] · vcc2026-val-1 · 2026 validation contexts A, B and C haojie Wang: 0910v3-alpha05 [submission sJltAVursWwqybJSlYKj] · vcc2026-val-1 · 2026 validation contexts A, B and C Happy: occam combo dcos0.1+dpri16 s42 essh1 ep7 cal+cdel+a0.1 nb50k exactcolsum [submission GYJu5EOwKjHMDV39W1DF] · vcc2026-val-1 · 2026 validation contexts A, B and C Dr.Copper: DrCopper-V2 [submission wKhrn5gUg9Pd1DTuL2Dy] · vcc2026-val-1 · 2026 validation contexts A, B and C Agon: xa3-abst-gamma1.0 [submission kvpn73WxvW57CYcQyzRW] · vcc2026-val-1 · 2026 validation contexts A, B and C SQ W: sq-0919a [submission SK9gfiBRgTSo1RcXSy9Y] · vcc2026-val-1 · 2026 validation contexts A, B and C drizzle: Novaa-12 [submission Spnf2IC7hlB35hbfcOkQ] · vcc2026-val-1 · 2026 validation contexts A, B and C XiangChun Wang: TxPert-xcell-GAT-public-checkpoint-v1 [submission Qg5Wju7HSbKkoAKOKWTW] · vcc2026-val-1 · 2026 validation contexts A, B and C 姜成程 姜: m9020 [submission uZQbmLwm2q7ULmL01Kjk] · vcc2026-val-1 · 2026 validation contexts A, B and C MA Zonghao: Mars_AI_CityU [submission gP1ixjHI9cpo7iFFJAkc] · vcc2026-val-1 · 2026 validation contexts A, B and C Pengwei Sun: shared-ctrl-ontarget-kd-v2 [submission hrfuonkGO4RTP9VY9QO4] · vcc2026-val-1 · 2026 validation contexts A, B and C lameyi: VCC v2 for the LOLZ [submission oJrCVr3qjcjm0XailAqb] · vcc2026-val-1 · 2026 validation contexts A, B and C mbs: quartz-exact-reproduction-v1 [submission y6buLiDBRrbWb295x5JI] · vcc2026-val-1 · 2026 validation contexts A, B and C nailong king: nailong [submission 1kavtqSHt3yvUQP6tnNb] · vcc2026-val-1 · 2026 validation contexts A, B and C Malthe Louis Weisdorf: TriModel-MultiAtlas-Replogle-v4 [submission Gkthcw6QGLikvbv6sczA] · vcc2026-val-1 · 2026 validation contexts A, B and C wang mengying: KP_baseline_repo [submission CsCls7hQISEo9qeUfpTm] · vcc2026-val-1 · 2026 validation contexts A, B and C PP: MLHarness-n0011-trainval300 [submission SPpRa9lomAeeCuQ0fnKF] · vcc2026-val-1 · 2026 validation contexts A, B and C Yunke Zhang: own-or-fuse-v1 [submission 6lv1L9bfOjQopxPfX53A] · vcc2026-val-1 · 2026 validation contexts A, B and C weiheng liu: state-gwps-v2-hybrid [submission ttadAGAYBghUMQjwPbrA] · vcc2026-val-1 · 2026 validation contexts A, B and C Krzysztof Krakowiak: ASHRINK-G080 [submission QzVr20JqZ4AQ0z3nP3sT] · vcc2026-val-1 · 2026 validation contexts A, B and C Apex: STAT-DECODE-replica-K562only-6K-disp10-amp05 [submission RWsXALqqKv9ajrOSWwqE] · vcc2026-val-1 · 2026 validation contexts A, B and C Yuxuan Wang: model123526 [submission MzijQJlKFNdgCPDiXgmu] · vcc2026-val-1 · 2026 validation contexts A, B and C QOBRA: QOBRA-VC [submission aKwC3DwHZOIT2HMlReA8] · vcc2026-val-1 · 2026 validation contexts A, B and C 侯 王: CellFlow-Norman-baseline [submission Oxr40MIuNwhMN1IJPVDy] · vcc2026-val-1 · 2026 validation contexts A, B and C Cloudberry: v007b: v005d recipe (2x GBM no-HEK293T, top-3000, floor 0.25) with exact-pseudobulk matched emission [submission uU7xKVGMsk7y9WcQcVVB] · vcc2026-val-1 · 2026 validation contexts A, B and C Bingzhe Jiang: p1mag [submission dnAQszyMMrzwLFxEMi8s] · vcc2026-val-1 · 2026 validation contexts A, B and C CellMind Collective: LOOFactor-r5-v1 [submission sUKb4H23z8pf8Yvpc83z] · vcc2026-val-1 · 2026 validation contexts A, B and C wuki-creator: MagWorld H1 v13 sparse ensemble [submission 3skG7PvWaMhMw2gsEEAQ] · vcc2026-val-1 · 2026 validation contexts A, B and C DeltaE: phase83_gene_trust_thr05 [submission lpPVL3pMRENpVdBn3rEn] · vcc2026-val-1 · 2026 validation contexts A, B and C ax: ax-v2 [submission NmAsDFdUZZ9VsFBMqVdK] · vcc2026-val-1 · 2026 validation contexts A, B and C XiaoEn Yang: v67 seed888 ps1.4 [submission HDR4pQxSacvlyBlYGMmb] · vcc2026-val-1 · 2026 validation contexts A, B and C Xiaoyan Li: baseline0: control resample (pipeline test) [submission yvjVZu63c5ely4Oda4hC] · vcc2026-val-1 · 2026 validation contexts A, B and C aaaaaaa: S001_knn_v0 [submission nBpKReE2Zxa60e5Tmig7] · vcc2026-val-1 · 2026 validation contexts A, B and C Fernando Rodrigues: V2_todos_restore [submission oaiwevbueRab01Kx9O3f] · vcc2026-val-1 · 2026 validation contexts A, B and C newlife: NewLife-41 [submission KVQ48pSOhAo41FHHNsv8] · vcc2026-val-1 · 2026 validation contexts A, B and C wenyi zhao: esm2-ensemble3-v3 [submission 5vhFlQaRSP2SoKQpylwd] · vcc2026-val-1 · 2026 validation contexts A, B and C bluefin: 0916a [submission Iztf2TUHTW6lBcZulbjY] · vcc2026-val-1 · 2026 validation contexts A, B and C Yuzhu Shi: Bamboo [submission Lptu3jVl7p6Eim0xg2N9] · vcc2026-val-1 · 2026 validation contexts A, B and C Sutra Loop: S7: KD=0.15 (locked) + noise_scale=0.7 [submission HCSqbjAslJuhXzwM7ksC] · vcc2026-val-1 · 2026 validation contexts A, B and C CSBL2: v53 [submission jnYYfbr9suOJBOHw5HdC] · vcc2026-val-1 · 2026 validation contexts A, B and C Anna Xie (ゆい): M13 [submission chqZ0I3VJpn7xT9exAvb] · vcc2026-val-1 · 2026 validation contexts A, B and C V2: ARC2026 production model checkpoint 15650 [submission n8TzWtlYIQYTZsfyVLWF] · vcc2026-val-1 · 2026 validation contexts A, B and C Eash: Eash-R30 [submission FVqePz8Lww6EGcHRVRBp] · vcc2026-val-1 · 2026 validation contexts A, B and C Frazer: mlookup [submission sXwq6SkRif9jCTD8kcrI] · vcc2026-val-1 · 2026 validation contexts A, B and C 武加宁 武: m9110 [submission edcitFIzcqTmp1m146qc] · vcc2026-val-1 · 2026 validation contexts A, B and C kangrui du: MODEL [submission 93xzHcSKGh96HOy5jmBy] · vcc2026-val-1 · 2026 validation contexts A, B and C Ura-silly Goose: s10-colexact [submission 1Xb0t66UjpYk0KNzyi8M] · vcc2026-val-1 · 2026 validation contexts A, B and C honglei li: 2tmzuen5jonh [submission qF3UdbSVUjPEmi6u3HLn] · vcc2026-val-1 · 2026 validation contexts A, B and C 2333: blend-destmemb-sclong [submission YryVF8SAQUpXZnwzPNMg] · vcc2026-val-1 · 2026 validation contexts A, B and C ShiLab: GEARS K562 context v2 [submission fcfKvWpKGLMK0z9S4fca] · vcc2026-val-1 · 2026 validation contexts A, B and C Josex2: target-ratio-transfer [submission YXXi3bIhsqnINz0mKimG] · vcc2026-val-1 · 2026 validation contexts A, B and C Dongmei Cui: dc-54 [submission 7tWKQBdU0Bww4CTnPXU8] · vcc2026-val-1 · 2026 validation contexts A, B and C Yusif Mukhtarov: Fusion v6 whitened + calibrated emission [submission pXs95SfP6glQWPL0BoIP] · vcc2026-val-1 · 2026 validation contexts A, B and C Meng Zhang: v4Old0910v3K5B100-20260918-2205 [submission k5yybSbta5CtePV1v0i9] · vcc2026-val-1 · 2026 validation contexts A, B and C NKCK: A_ep99_anc [submission bJxf5hF6u5EdjlCIfdU6] · vcc2026-val-1 · 2026 validation contexts A, B and C Purkinje: B2-All family-balanced v1 [submission 8mysCjzCkQaKUrMzO9JR] · vcc2026-val-1 · 2026 validation contexts A, B and C Avantika Utam: D25-PooledAttention-v1 [submission dRFKILNt3p8WQMtDa5dw] · vcc2026-val-1 · 2026 validation contexts A, B and C UWISC-BMI: v2.7 rb0 [submission ux3hAxfcfehUiOlAs9lb] · vcc2026-val-1 · 2026 validation contexts A, B and C Yongyan Wang: control-paste [submission BTnVuRZFERnH9RuKbqDY] · vcc2026-val-1 · 2026 validation contexts A, B and C Shuo Chen: geogron-AI-V15 [submission Jy3q4WMa6rMUY6j2AwKF] · vcc2026-val-1 · 2026 validation contexts A, B and C sian: multiplicative-kNN-perturbed-mean-hybrid [submission rXHadwlb57zerAMig4U6] · vcc2026-val-1 · 2026 validation contexts A, B and C scVCxb: scVCxb-GWPS-XAtlas-Tian-support5000-exact-preserve-20260830 [submission rYOWEPREhK3P9ovCTXxT] · vcc2026-val-1 · 2026 validation contexts A, B and C No.89757: candidate_0917b [submission ExOc9mnOWYCclhjywVEE] · vcc2026-val-1 · 2026 validation contexts A, B and C Jieqi Huang: v5F6PairedDeltaSB-20260919-1802 [submission qq9FGlrVIOe5XRW5ryQH] · vcc2026-val-1 · 2026 validation contexts A, B and C liang zuan: HybridAStableTopCellBC-20260914-v10 [submission gaZrEjGfgsejnfyUSrE2] · vcc2026-val-1 · 2026 validation contexts A, B and C Ding Yang Wang: withtheflow [submission BTrlUctJxTOhrboF54MH] · vcc2026-val-1 · 2026 validation contexts A, B and C UM: model-20260914-1443 [submission 1Ffxml0njZRq3hpp5FZO] · vcc2026-val-1 · 2026 validation contexts A, B and C Andrew Liu: AL-7987 [submission RHTQMpRFsxXTD208xBL7] · vcc2026-val-1 · 2026 validation contexts A, B and C ElNino: mix_big13_L2s_a05 [submission MWQDzGH6SsFNVxvWmOXs] · vcc2026-val-1 · 2026 validation contexts A, B and C xie changjun: m9000 [submission mxLBG7T3ERhalQbBswSC] · vcc2026-val-1 · 2026 validation contexts A, B and C hopeyourich: hope03 [submission wtU1NGafLcVjgiSM8nSo] · vcc2026-val-1 · 2026 validation contexts A, B and C Long: K562 same-perturbation lfc transfer (unit-converted) [submission 7bzEcjmHsskmifgAhCOx] · vcc2026-val-1 · 2026 validation contexts A, B and C MAGUS.PhAI: PertLink-StatBasicKMeansHVG [submission cPvnG8zUh705SsZgfJy8] · vcc2026-val-1 · 2026 validation contexts A, B and C Huihui Shi: LUCA-CELL [submission n0CPgUyF8t9ZMTDT3qiE] · vcc2026-val-1 · 2026 validation contexts A, B and C Wenxuan Tong: SCP-Pro-CD4-AbsBin-DEW10-11200-query [submission QLpMHR3Zst0k7lGryiMU] · vcc2026-val-1 · 2026 validation contexts A, B and C Shenping Wang: multi-dataset conservative ensemble [submission 2bY0dvi7DKWA0yX252JK] · vcc2026-val-1 · 2026 validation contexts A, B and C Chaehyun Kim: Stack alpha 0.02 baseline [submission ODHTRlSdK13Qacgws4Ny] · vcc2026-val-1 · 2026 validation contexts A, B and C XS Ma: Context-adapted pseudobulk log-FC transfer with source similarity, uncertainty shrinkage, and target-control count generation [submission mulam8es8HZ70dJ7SfVy] · vcc2026-val-1 · 2026 validation contexts A, B and C virtual credit card: gene-ivw-fixed55-s15-v117 [submission D9Qr5ZXFmevE7DLBum96] · vcc2026-val-1 · 2026 validation contexts A, B and C I'm top1: baseline72 source-trained DE membership rank on baseline47 [submission wKptOXtdOXaAC2yO43yU] · vcc2026-val-1 · 2026 validation contexts A, B and C myz: CCB [submission KX4ME4WX6usoueaN8s5e] · vcc2026-val-1 · 2026 validation contexts A, B and C Lao Da: state-st-small-local-v1 [submission zP2Bk9iCaZS1TMm6UqFU] · vcc2026-val-1 · 2026 validation contexts A, B and C arrrhh: linear_ridge 2026 [submission 2bKLyaY2cpLBZpnlN3JE] · vcc2026-val-1 · 2026 validation contexts A, B and C Ela K: dummy [submission NfSHLws0y9mw5JhPFjoC] · vcc2026-val-1 · 2026 validation contexts A, B and C Ming-Chang Chiu: exp005-pool2-amplitude075 [submission 26YI3jJ2tUN8jdSeVDKZ] · vcc2026-val-1 · 2026 validation contexts A, B and C Watermelon Lu: wl-gen-E20260919_005 [submission rjrsQOzpbepYH355OFeA] · vcc2026-val-1 · 2026 validation contexts A, B and C Doufen: blend-destmemb-sclong [submission 5ZA7eYliXuqKxooKB5y7] · vcc2026-val-1 · 2026 validation contexts A, B and C nkbio: random model [submission ih8tvy807NJtCvAEmzDS] · vcc2026-val-1 · 2026 validation contexts A, B and C Subin An: BayesVC V111 [submission B19Pdg9lErhEFm0nd2kJ] · vcc2026-val-1 · 2026 validation contexts A, B and C Amy: phase2 v9: scale=2.5, soft-width=2.0, pooled K562+H1, NB emission [submission xkJSPCrdDoHGTSNCTlib] · vcc2026-val-1 · 2026 validation contexts A, B and C mito XU: v5_context_aware_best [submission RPSnIoWkdDohuFDEql37] · vcc2026-val-1 · 2026 validation contexts A, B and C LAP: Mixed Model [submission V13DSpEVmlRffebnNFpT] · vcc2026-val-1 · 2026 validation contexts A, B and C Layne Wong: gram-whiten a0.25 + gamma 1.5 [submission NQx0XVeIB0ByuM4MlT8q] · vcc2026-val-1 · 2026 validation contexts A, B and C Semantic‑Topological Attractor: STA-TWCE-v5-Waddington [submission wBX3FtNPuF3PXjWV7nFQ] · vcc2026-val-1 · 2026 validation contexts A, B and C Lijiayu Deng: State-GenePT-v001-panel-counts [submission vUSQaMGSF6bXuCMEYu18] · vcc2026-val-1 · 2026 validation contexts A, B and C Cellular Minds: pipeline test [submission t2u4VDLr6d4aiBMnRQF7] · vcc2026-val-1 · 2026 validation contexts A, B and C KunHao Liang: model123532 [submission o8h41ClccK4IvF1OBYDk] · vcc2026-val-1 · 2026 validation contexts A, B and C GISL: GISL v46 [submission yQFR57Snu4jhl5dFl5Kp] · vcc2026-val-1 · 2026 validation contexts A, B and C Richard Wu: eager-otter [submission Ebsyr3dh3iFxqiMOhXU7] · vcc2026-val-1 · 2026 validation contexts A, B and C MJ: S09-cross-context-gene-transformer-v1 [submission RM8AAAhpkCJCHzEBAB2a] · vcc2026-val-1 · 2026 validation contexts A, B and C HANYOUNG JEONG: VC-Nova-v9 [submission ZMZxivoESeVLe8S7mNX6] · vcc2026-val-1 · 2026 validation contexts A, B and C rocket-team: submission-v1 [submission IWmMB4ht79GkMS8TI75F] · vcc2026-val-1 · 2026 validation contexts A, B and C Aqua: aqua-alpha2 [submission 7dQg1qhgItb352P0MZH8] · vcc2026-val-1 · 2026 validation contexts A, B and C Primordia: init [submission 7qykVpd8mQwItcVV3Qg4] · vcc2026-val-1 · 2026 validation contexts A, B and C Cascais Cell Club: h1-global-response-baseline [submission YxzFnE8BDUIfmrP1n4uF] · vcc2026-val-1 · 2026 validation contexts A, B and C VenusCell: VenusCell xfer_v2 (all-cell similarity-weighted transfer) [submission eMzsdAWQxPtfO2e0Shlq] · vcc2026-val-1 · 2026 validation contexts A, B and C penguin: VCC2026_BASELINE_HISTORICAL_REPLAY [submission erfaOcsGB5CHwgpa3SXQ] · vcc2026-val-1 · 2026 validation contexts A, B and C yi han: B14-Dual-Cambrian-PPI-NB [submission TErgEkjd2fw3j2O8aDbj] · vcc2026-val-1 · 2026 validation contexts A, B and C KQV: v1b_hsrc_f3calrr [submission gcNMx1BsSAM9fIBw2kto] · vcc2026-val-1 · 2026 validation contexts A, B and C qikun zhao: TabICL-XAtlas-Residual-v1 [submission P948ZvXxF1XqcmHR1kPy] · vcc2026-val-1 · 2026 validation contexts A, B and C Sidechain: Sidechain SER-7abefn [submission aqijjlyiewVouYIsz3AW] · vcc2026-val-1 · 2026 validation contexts A, B and C ZenChaos: stack-zeroshot-ratio [submission bhEEyIrh9QBlUf1IPpHl] · vcc2026-val-1 · 2026 validation contexts A, B and C Cell Rules: 260911_v1 [submission av8RyI6moN3PmOKDp91R] · vcc2026-val-1 · 2026 validation contexts A, B and C Khanh Nguyen: Arc-STATE-baseline-v1 [submission jACV1avJMLtZvNBU61Uj] · vcc2026-val-1 · 2026 validation contexts A, B and C SynAT.Viz: delta model v1 [submission YSUv6nUIRXUgZtyaA0KC] · vcc2026-val-1 · 2026 validation contexts A, B and C S.E: run-38 [submission KLISjQFvHjs3j4pvnqQi] · vcc2026-val-1 · 2026 validation contexts A, B and C HF: HH-0091 [submission 7DRICkld0A5xqKFMkmJq] · vcc2026-val-1 · 2026 validation contexts A, B and C Swamy Vijayan: Zafrens V71-01 [submission OXFjA3GrQcQEk6pKQqXX] · vcc2026-val-1 · 2026 validation contexts A, B and C JHL: 0001 [submission NgppoNtPYOx5E8KP631l] · vcc2026-val-1 · 2026 validation contexts A, B and C Stuart: Neris-f251b1c8444b [submission FPkN08O3gTJKpgPVsI0s] · vcc2026-val-1 · 2026 validation contexts A, B and C sunny: codex-012-kolf-pooled-k562fold [submission DrYoLE6ZMTrZTCHnGVbk] · vcc2026-val-1 · 2026 validation contexts A, B and C Reilly Lab: vcc-91068e6b [submission 22weXrKizG93xBqb1HzU] · vcc2026-val-1 · 2026 validation contexts A, B and C Kyle Kimler: E015 E010 shared-background subtraction 50% [submission wcveHczXLNXngQXdBG4L] · vcc2026-val-1 · 2026 validation contexts A, B and C Weihua Zheng: GenePT-feature v5 (clip-delta) [submission BKbfvoGmJP1UTrXd4OWB] · vcc2026-val-1 · 2026 validation contexts A, B and C kamatama: test [submission FdVnkDyx2DFJTfjCcoNf] · vcc2026-val-1 · 2026 validation contexts A, B and C Liaoyi Xu: xfer-v18-alpha2.0 [submission KIXMZcCewuxYjOMyBolH] · vcc2026-val-1 · 2026 validation contexts A, B and C EverycellEverywhere: delta_lookup lambda=1 + stochastic rounding (H1 +0.1857, RPE1 +0.1148) [submission saZaVwHgqYMJzK97keUy] · vcc2026-val-1 · 2026 validation contexts A, B and C ZZJ: r22e11gt [submission HVlV0wSAjCiNV8cliCbs] · vcc2026-val-1 · 2026 validation contexts A, B and C Anda: Anda-V31 [submission W1hIOIhf5rIbFCtahNcR] · vcc2026-val-1 · 2026 validation contexts A, B and C Meilin Yen: scuffed baseline [submission pDqjGfyku9Bb2TxkxjwM] · vcc2026-val-1 · 2026 validation contexts A, B and C enough1: enough1-v28-orion-bc [submission ftQiY83yMa2Zm29LYiOM] · vcc2026-val-1 · 2026 validation contexts A, B and C NiuCome: tier8: 3-source shrinkage, gain 6.4, exact-mean decode [submission oxJTS4zYECBKZ28BJ7kM] · vcc2026-val-1 · 2026 validation contexts A, B and C Mykola Kolesnykov: TAYA-10 [submission CvgUwzAhrP2qSiGjz9P9] · vcc2026-val-1 · 2026 validation contexts A, B and C Q Zhao: E_primary_v7 [submission fublo6ytkrVCXMr8DdRc] · vcc2026-val-1 · 2026 validation contexts A, B and C WeCell: SFA3_HCT116_median_A3_donor_stability_seed42_WeCell [submission OE9hNpO8rNQwYHspCma0] · vcc2026-val-1 · 2026 validation contexts A, B and C Albert Williams: pacmon_sharpen_l50 [submission 4AOdaaKHWu9AqSOzCwSn] · vcc2026-val-1 · 2026 validation contexts A, B and C 下xue天: all7_trig_f1_20260915 [submission rMJ3gfpfBkeqt24Pd9iL] · vcc2026-val-1 · 2026 validation contexts A, B and C Ceremorphic: v4 [submission f1d649b8fvs1yJGBOzrW] · vcc2026-val-1 · 2026 validation contexts A, B and C DipMind: KIMCHI-7 [submission puIbGx8HOANfHsGYIRFN] · vcc2026-val-1 · 2026 validation contexts A, B and C 为中国科技崛起而比赛: Lingshu-context-bridge-139 [submission g5HfiUv9JIpLdObVT21R] · vcc2026-val-1 · 2026 validation contexts A, B and C Renuka Bellad: mb [submission iW2EoQapHVfcMkdx0RAp] · vcc2026-val-1 · 2026 validation contexts A, B and C 雨瑄 孙: m9080 [submission 199TqqZNe9bUMySJlmWl] · vcc2026-val-1 · 2026 validation contexts A, B and C Xinyuan Liu: vcworld_select [submission kxTRCDWLhBnBFCPTuL1W] · vcc2026-val-1 · 2026 validation contexts A, B and C kai zhang2: 26-kz-15 [submission YybADYB3qWaCN9hLZsuK] · vcc2026-val-1 · 2026 validation contexts A, B and C Moonshot: vc_model_09 [submission 0k3l3kC2cXSavqHziOKW] · vcc2026-val-1 · 2026 validation contexts A, B and C Kaipeng Zheng: AtlasShift [submission 318X3HvWO3TQHh2izR2B] · vcc2026-val-1 · 2026 validation contexts A, B and C Jc: alpha25_seed4_balancedmean_lowm075_B32_riskpool1024_v1 [submission Qyz9GKFrRCettu4mqAWa] · vcc2026-val-1 · 2026 validation contexts A, B and C Ayush Mittal: noumenal-b1-direct-knockdown [submission lV2cjOjQQmIpg4NVj8AH] · vcc2026-val-1 · 2026 validation contexts A, B and C Basal Instinct: Instinct v1.7 [submission 9IZ3NcWHylfQZEBPiWsv] · vcc2026-val-1 · 2026 validation contexts A, B and C cccccc: extpert-mlp-v1 [submission ooM3L3CzauqcnNSjq4xH] · vcc2026-val-1 · 2026 validation contexts A, B and C VCForge: new_line_1 [submission o4J3KC051yctekEyoOZr] · vcc2026-val-1 · 2026 validation contexts A, B and C kingcrocodil: variantG [submission bQrYxYm561TCTN7jbIC8] · vcc2026-val-1 · 2026 validation contexts A, B and C WingFoiler: random baseline v2 [submission xSb8YLmkHrCIi4CU72Uj] · vcc2026-val-1 · 2026 validation contexts A, B and C Petit Fan: SixAligned_SrcTransfer_v1 [submission nuSiFIlJJHfgdqFlwDhr] · vcc2026-val-1 · 2026 validation contexts A, B and C random seed: M-s Uniform Delta [submission l6c3quyLyvnToASOTdWS] · vcc2026-val-1 · 2026 validation contexts A, B and C Gladstone Bioinfo Core: mean-response baseline [submission ylXFanYqAk2HApKmMqiq] · vcc2026-val-1 · 2026 validation contexts A, B and C Cape May Collective: M2 Candidate A [submission 5CVXLqkeN43gkklLXoK0] · vcc2026-val-1 · 2026 validation contexts A, B and C kriagr: STEER [submission BqVxSIxC1hZo0fvP4U8m] · vcc2026-val-1 · 2026 validation contexts A, B and C 변희근 Byun: m-c7220d0045a44ad6f165 [submission Xb5EJIeWsSGZcChzAv03] · vcc2026-val-1 · 2026 validation contexts A, B and C Zachary Ruhe: test model 3 [submission JPrOEplU22BQLE0U9aFY] · vcc2026-val-1 · 2026 validation contexts A, B and C Yingxu Wang: phs: s50 (a1 pin-add) + hole_scale 0.15 -- single-variable test of the hole amplitude knob [submission v8PSD8DtytVOnAI0CdI4] · vcc2026-val-1 · 2026 validation contexts A, B and C YEAHSCIENCE: context-similarity-rounded-v1 [submission AcVIah8HYKzTpCTD6VOW] · vcc2026-val-1 · 2026 validation contexts A, B and C Danis Lisa: n26-g7-b8 [submission qRAaXxWOdfVBORbgN269] · vcc2026-val-1 · 2026 validation contexts A, B and C Changmin Bae: m-69fa8ae85638f6f7004c [submission CFxsiEsEelnfzgDc3RYz] · vcc2026-val-1 · 2026 validation contexts A, B and C YUNCHEOL SHIN: Trident 0.5 [submission S1H1uur8HQkDuVUPAc4M] · vcc2026-val-1 · 2026 validation contexts A, B and C Dadhich: coexp toy-model: per-context co-expression from own control cells [submission nCJYCfD6qJT0zxOyUTEi] · vcc2026-val-1 · 2026 validation contexts A, B and C You: anchor01-mu-poisson [submission 6x7pO3P65yOdLKmzi8Sp] · vcc2026-val-1 · 2026 validation contexts A, B and C tydymy: promoter-neighbour-f015 [submission WCDbgKyl4Z0azUi8lgcK] · vcc2026-val-1 · 2026 validation contexts A, B and C OmicsMan: R72_BudgetGated [submission aOXk0huJaVuEo8t7Ad3I] · vcc2026-val-1 · 2026 validation contexts A, B and C Shaoqing Duan: model123533 [submission V7rGTyPlbAbebImmZjQr] · vcc2026-val-1 · 2026 validation contexts A, B and C Schrödinger:Los Gatos Hermanos: Peridot-249 [submission iUJntDyH8VVqM9jjgLRU] · vcc2026-val-1 · 2026 validation contexts A, B and C cellico.bio: cloudmer-nochange-context-v1 [submission xNnS2Q7NA7moh3aM6iOY] · vcc2026-val-1 · 2026 validation contexts A, B and C tomo: test6 [submission fBa67W1uR5CxGQaRMl0g] · vcc2026-val-1 · 2026 validation contexts A, B and C TJUBD: SUB-0033 [submission WpmrDk9VGqevAok09V4t] · vcc2026-val-1 · 2026 validation contexts A, B and C bao: v1 [submission so0sNMorum9st3ljzTkU] · vcc2026-val-1 · 2026 validation contexts A, B and C BrianGriffin: r23bebe6 [submission NeUC33CCOjexABQWAAJM] · vcc2026-val-1 · 2026 validation contexts A, B and C Xinyu Liu: GO Top-1 KNN DeltaX (pairwise match 0.18) [submission r2k64GHJgKYHBfwCIYo5] · vcc2026-val-1 · 2026 validation contexts A, B and C Qigong Li: hrblab-blend-consensus-w07 [submission HCEmjmaxd5meKvzWbTPW] · vcc2026-val-1 · 2026 validation contexts A, B and C JunChen: fix_base [submission 2dO9zg2CmoBaDiI3DEly] · vcc2026-val-1 · 2026 validation contexts A, B and C HaveFun: GCF-CTX1303-T-s1 [submission chgP4VgZGhSyQAh4sI9A] · vcc2026-val-1 · 2026 validation contexts A, B and C KSE-A: hybrid-linear-gwps [submission MkygCHS8agNJqDtANjt8] · vcc2026-val-1 · 2026 validation contexts A, B and C Those guys: unperturbed_plus_public_delta [submission uk9vvknHE79OmljG6b7G] · vcc2026-val-1 · 2026 validation contexts A, B and C Vu Mai: atlas-v1-repark-20260917 [submission ccv91Yj9SE0cX1mirPu9] · vcc2026-val-1 · 2026 validation contexts A, B and C Jiawen Liu: M500-newrefs-CD4-K562-HCT116-HEK293T [submission t4VaUs6rPMvIa1NqbzNJ] · vcc2026-val-1 · 2026 validation contexts A, B and C Qing Xiong: null zero_effect diagnostic 2026-09-07 [submission x5ND3i4hEzU1D9s9wioC] · vcc2026-val-1 · 2026 validation contexts A, B and C Yushan Peng: r85e02e6 [submission IYyvR3Y1GBiTrS2L0eMP] · vcc2026-val-1 · 2026 validation contexts A, B and C prasad: B1 rank-8 K562 PCA [submission joiWe2dlnSRnDMDviGdS] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhenhua Chen: Orion Matched NB v1 [submission NKEIPTJ5NBifE3f7qXCI] · vcc2026-val-1 · 2026 validation contexts A, B and C Xiaodong Yang: W2 Joint Residual Only [submission ccDTTf1vq5RZ6MuBLH8V] · vcc2026-val-1 · 2026 validation contexts A, B and C YR Liu: S6 (current best): GWPS K562 genome-wide source, 272/300 panel coverage + Jurkat for the 28 uncovered [submission ZPLnSzpxlAKvTirYP8tV] · vcc2026-val-1 · 2026 validation contexts A, B and C Ethan Liu: context-h1-gated-v72 [submission xP0fHhTgoSjaHXoaC3vB] · vcc2026-val-1 · 2026 validation contexts A, B and C Luận Lương Văn: random-sample-test [submission kEgY29EROgqLpSYvotgk] · vcc2026-val-1 · 2026 validation contexts A, B and C Giu: v8_state_residual [submission wbInUvos9b4CouUm9XAH] · vcc2026-val-1 · 2026 validation contexts A, B and C 호빈 전: m-4c58c97231535ef355de [submission WeKoWhHv5wQkwA3iViJa] · vcc2026-val-1 · 2026 validation contexts A, B and C Yixuan Weng: Context uncertainty SER-RE 20260908 [submission 01CtUEjmLym8XWrEnCeT] · vcc2026-val-1 · 2026 validation contexts A, B and C dashuai: d-0917b [submission 5y6h8P7keo9ums88o1sN] · vcc2026-val-1 · 2026 validation contexts A, B and C Linchao He: Seen-context frozen target transfer A v1 [submission s17mcIA4GP2ma7NOSalB] · vcc2026-val-1 · 2026 validation contexts A, B and C Team Blood: Linear-context-transfer-v2 [submission yar5BJRksQioWB1nZf1L] · vcc2026-val-1 · 2026 validation contexts A, B and C AI uses too much water: k0_response_model_comparison_v1_difformer [submission kfjMZnHS88WJtOus55uQ] · vcc2026-val-1 · 2026 validation contexts A, B and C 子杰 易: Sidechain SER-4afn X-Atlas alpha1.25 gamma0.75 even v1 [submission ensEh0JAzDVrsPRD13m3] · vcc2026-val-1 · 2026 validation contexts A, B and C Srikanth Chandar: altest [submission 7DRhwtHFFCxDS4IiYrVq] · vcc2026-val-1 · 2026 validation contexts A, B and C jiaxin hu: linear-state-depth-abundance-v1 [submission Gn1SRfWjfqvBKk6WT0Wj] · vcc2026-val-1 · 2026 validation contexts A, B and C nodal: n3 [submission kvgqk9C55hb7YBtZLaA9] · vcc2026-val-1 · 2026 validation contexts A, B and C Luke Darcy: simple_syrup [submission 7Hs0TuRvOCLnidQsc88M] · vcc2026-val-1 · 2026 validation contexts A, B and C chen li: state_test [submission 1zkZZegzO98wrUvyJkj3] · vcc2026-val-1 · 2026 validation contexts A, B and C cao zhichuan: v4CalAnchor0910v3-20260919-0035 [submission n9bNtyAKBP7OLeabwmPg] · vcc2026-val-1 · 2026 validation contexts A, B and C Lingkuan Meng: gram-whiten a0.25 + gamma 1.4 [submission WYjtOKA7FNN6ph4FMZhX] · vcc2026-val-1 · 2026 validation contexts A, B and C DeSCOPE: scale [submission 1SZI9lHWQ2B2m8ZcFrde] · vcc2026-val-1 · 2026 validation contexts A, B and C out mamba: first submission [submission jtDNJt7gVmqXPxNogoJm] · vcc2026-val-1 · 2026 validation contexts A, B and C XRW: run-0919-b [submission Or26DcCxQroOQnNymoF3] · vcc2026-val-1 · 2026 validation contexts A, B and C Jiabao Zhu: r6x9p3n5 [submission KT1inGxolzRpy4o9ChAg] · vcc2026-val-1 · 2026 validation contexts A, B and C Xitai Liu: v5F3FullMask50K5-20260919-1423 [submission bu49XuOArHSf6H9BPSCl] · vcc2026-val-1 · 2026 validation contexts A, B and C Barkat Sikder: gene-informed-string-go-v3 [submission FjKfOchl6xzxcueSLASL] · vcc2026-val-1 · 2026 validation contexts A, B and C Emmett Bicker: wiener-global-v6 [submission JcaV2gFWAllLgaZSOyRY] · vcc2026-val-1 · 2026 validation contexts A, B and C Jialiang Xu: sample [submission J3okvI1OOdnU58wOcD3s] · vcc2026-val-1 · 2026 validation contexts A, B and C Liu: B1_H1_direct_transfer_25_alpha3.0 [submission j7X20k7KGdFpw8DkI8FO] · vcc2026-val-1 · 2026 validation contexts A, B and C Chong: 04 phi lora diverse controls [submission eFv1XdCYXIrISuW17z2s] · vcc2026-val-1 · 2026 validation contexts A, B and C Anton Thieme: entry-09 [submission rgr528rGgibLzOy6QUo1] · vcc2026-val-1 · 2026 validation contexts A, B and C Jingwen: pipeline-baseline-v0-top512-pseudobulk [submission Qo7pT5ItgP6lLCMwWQwR] · vcc2026-val-1 · 2026 validation contexts A, B and C CellWM: CellWM-46 [submission VNWMOULGmPeDSpcDKM4q] · vcc2026-val-1 · 2026 validation contexts A, B and C Hugo Jal: exploratory Ridge-PC external-prior baseline; non-promoted [submission jE44ReOrzfLuqRaWvCm6] · vcc2026-val-1 · 2026 validation contexts A, B and C ym liang: YM_T86 [submission no1DtVUPFoIxbzWG3MMy] · vcc2026-val-1 · 2026 validation contexts A, B and C xinyu zhang: NativeTransfer-10 [submission 00DrCAMfwxxYML3lW1yD] · vcc2026-val-1 · 2026 validation contexts A, B and C TigaCell: Complete-DERefine v1 A1: frozen 0.1557 backbone + family rank-consensus direction (non-learning) + signed 2x2 integer swaps [submission owdfa5GU3fAKfAm3g3Px] · vcc2026-val-1 · 2026 validation contexts A, B and C Pratham Mashruwala: v1 [submission rIchQPevv75gthWAcrpc] · vcc2026-val-1 · 2026 validation contexts A, B and C chenkbio: test-ens0 [submission 6lcfwCu2wLZq5Y2UmEn0] · vcc2026-val-1 · 2026 validation contexts A, B and C MS1234ms: MSO-22 [submission KfDCDhGOTxZB9Udh6Uyi] · vcc2026-val-1 · 2026 validation contexts A, B and C Alex Lévy: H166A C1 Common-Support Normalize [submission Fl39m5TyoIk6S9SSFgkC] · vcc2026-val-1 · 2026 validation contexts A, B and C Santiago Nicolas Ceron Dimate: RESPONDER-HYDRA-v2 [submission rW7U3XRuugtcz1DFVXeh] · vcc2026-val-1 · 2026 validation contexts A, B and C don't know,don't care: aqua-e006-cosine-20260914 [submission tv3iHJTNGYqI1KF1pq0N] · vcc2026-val-1 · 2026 validation contexts A, B and C Eric Walter: orion-ivw-amp1.8 [submission tGU8lPY4uuMoTeD7On9T] · vcc2026-val-1 · 2026 validation contexts A, B and C precal171: transfer_consensus #40 proxy=0.1966 [submission QqORD3I99iz3Cip64yBY] · vcc2026-val-1 · 2026 validation contexts A, B and C JamesLi: swift [submission XryTRmBAQAdQuvOHvUDn] · vcc2026-val-1 · 2026 validation contexts A, B and C CellDelta-XC: CellDelta-XC [submission D9MXOOwXz9Y7JeYEbCI7] · vcc2026-val-1 · 2026 validation contexts A, B and C mw: ctrl-resample + Replogle K562 LFC transfer [submission XyO7jFujRSgUcj5F7MDn] · vcc2026-val-1 · 2026 validation contexts A, B and C How Sweet: repro- v4.1 [submission MWI5asGBi47T5VmH4xIW] · vcc2026-val-1 · 2026 validation contexts A, B and C Haojun Yu: MODEL [submission h4X0f4E01WIf0BimLm6s] · vcc2026-val-1 · 2026 validation contexts A, B and C M5Lab: knn-transfer-v1 [submission Ba03sDojel5iG2i7ZN9J] · vcc2026-val-1 · 2026 validation contexts A, B and C The O: Amalgam 20260916 [submission niCUEhCZZLrDEhX1KG7w] · vcc2026-val-1 · 2026 validation contexts A, B and C LME: Model-v11.1-ArcState-AdaptiveGating [submission M9DkSYMrvCMqlp2lbfRX] · vcc2026-val-1 · 2026 validation contexts A, B and C Lc-Bio AILab: txpert_public_v3_exphormer_mg [submission 7Pr0YmoPgDIRtVB2sKa5] · vcc2026-val-1 · 2026 validation contexts A, B and C 永樟 谈: m8110 [submission CiJHyWnVw3hONalgXUpk] · vcc2026-val-1 · 2026 validation contexts A, B and C potato: S3-ratio-centered-plateau350 [submission 1W7ccve4e0Ijsi6KbgxQ] · vcc2026-val-1 · 2026 validation contexts A, B and C Register: vcc sample pipeline test [submission 7FMi0Wg1SnEJrDOMJ4qm] · vcc2026-val-1 · 2026 validation contexts A, B and C hello-cell: marlow [submission 1qIfBeVhMsOtlCPK6NBz] · vcc2026-val-1 · 2026 validation contexts A, B and C Mingyu Wang: Cross-context ReLU+diag recovery v1 [submission FsxlXgk7g1kpM1tstixM] · vcc2026-val-1 · 2026 validation contexts A, B and C Ren Jiangling: v66 v31 sampling-seed9999 [submission CkMzt7VBkOdvUVEpZEKH] · vcc2026-val-1 · 2026 validation contexts A, B and C Evidoa.com: astra-e1s25-cd4A-srr-wrep3-20260916 [submission Kvt8ogeIRnE0tIbAWsbN] · vcc2026-val-1 · 2026 validation contexts A, B and C TH: nb001_context_mean_baseline [submission 764xgM7xmyMfXkUHwehh] · vcc2026-val-1 · 2026 validation contexts A, B and C Yongfeng Zhao: gwps_raw_v1 [submission z2aJqeHif7hM4SNmfOqE] · vcc2026-val-1 · 2026 validation contexts A, B and C Cute Bo: KillCell v0.2 [submission bJbdQo4EsUAmk1OPcD5c] · vcc2026-val-1 · 2026 validation contexts A, B and C em2.bio: ATHENA_2.8 [submission CIQhDIShWHXIvRPH1GSu] · vcc2026-val-1 · 2026 validation contexts A, B and C Heesun Choi: Run-026 [submission m9HtrJJUcJHzHjLMJKKm] · vcc2026-val-1 · 2026 validation contexts A, B and C dh: aqua-e009-learned-rebase-round-20260914 [submission 4PodieGr8rcqaU9Latu1] · vcc2026-val-1 · 2026 validation contexts A, B and C wu yl: h35 [submission 7i56MW4007Hwl5mW624z] · vcc2026-val-1 · 2026 validation contexts A, B and C Genomic Intelligence: Biomni v1 GENA-LM [submission E69JdmF9vgqt6LP4ptd0] · vcc2026-val-1 · 2026 validation contexts A, B and C ikun: vcc [submission djVQUMxNoRaIwcm6d4Iu] · vcc2026-val-1 · 2026 validation contexts A, B and C manyu li: three-source-replogle-amplitude025-median01-2026-08-25 [submission gz1EycaJp3BjfWBwWkNB] · vcc2026-val-1 · 2026 validation contexts A, B and C Littletree: control expression baseline [submission oSFiMPMAygIgFJ6VPktP] · vcc2026-val-1 · 2026 validation contexts A, B and C YJN: gwps-npred-calibrated [submission R78El9c53FIzGSWiyW1r] · vcc2026-val-1 · 2026 validation contexts A, B and C Karan Nanda: lfc-transfer-3line-cellsqrt-rw5x [submission P4tFNTGW5nlzqXtSeHqT] · vcc2026-val-1 · 2026 validation contexts A, B and C ravit: sample pipeline test - vcc sample, seed 20260910 [submission Zk4iGcRaBpLw90ektZyR] · vcc2026-val-1 · 2026 validation contexts A, B and C Gliese LU: atlas-transfer-4source-adaptive [submission RfDvhR9XNKi2VUfNJjZ4] · vcc2026-val-1 · 2026 validation contexts A, B and C PRIB AI: Empirical Context Model v1 [submission 2xq4lmeHd1FikNQsg3v6] · vcc2026-val-1 · 2026 validation contexts A, B and C Labacc: bioM-S18-EQFAM-F15-K3 [submission fJCXAigPfML8MHclDg9w] · vcc2026-val-1 · 2026 validation contexts A, B and C Huang Chen: m9040 [submission aqBMs2HKXjcyVS4ldGxx] · vcc2026-val-1 · 2026 validation contexts A, B and C Anthony Jordon: Marvosa HCL V44 Validation [submission lW8CjiDvJKOHrLgMZXgE] · vcc2026-val-1 · 2026 validation contexts A, B and C ChaoticNeutral: state34k-esmc600m-frozen-wide-head2000-s64-v1 [submission mUr95lxP9ZGghjoRAt0K] · vcc2026-val-1 · 2026 validation contexts A, B and C Yifang Zhang: M2 static B4 transfer (C.2 MAIN, expected_int) [submission WOWLFHbs5qs4ShUdZZT0] · vcc2026-val-1 · 2026 validation contexts A, B and C she qi: abl-ac10amp075 [submission AR8GymGuJUYMGdLxHrq1] · vcc2026-val-1 · 2026 validation contexts A, B and C Pi chu: lingshu-vcc2026-scheme2-weighted-rd-ep20 [submission ngVvDclYEKA7alGnUTIB] · vcc2026-val-1 · 2026 validation contexts A, B and C luffy: r2c15det_h1fam [submission ZeV7usVzcim3CjmagJO4] · vcc2026-val-1 · 2026 validation contexts A, B and C World Tree: v10 [submission OF476DSxptVmw1YYi6ZU] · vcc2026-val-1 · 2026 validation contexts A, B and C Joonyoung Kwon: lookup: K562 observed, alpha 1.2, no truncation [submission mePi0lekKd9eA8iFQpev] · vcc2026-val-1 · 2026 validation contexts A, B and C PROSPECTor: PROSPECTor Polaris v1 causal programs hybrid [submission agdpueE0CIHLIwW1rmH7] · vcc2026-val-1 · 2026 validation contexts A, B and C CSBL: cellot_sched_20260918_sat2_c71_full_anchor_gain18_20260916 [submission qvmRyKq84PLCkrtojOfc] · vcc2026-val-1 · 2026 validation contexts A, B and C Nathan LaPierre: v6 [submission oWOiUsRh8r3YOw7mwfti] · vcc2026-val-1 · 2026 validation contexts A, B and C Rockhopper: mdl8 [submission bdFAYAg3KrGeovBSdqDb] · vcc2026-val-1 · 2026 validation contexts A, B and C lynner: replogle_k562_gwps_linear_robust_clip_v1 [submission BxGTjOm75eKZJtAPb64n] · vcc2026-val-1 · 2026 validation contexts A, B and C RandomA: per-context weights T=0.02 [submission jhHPrj8f6EpB1RlAA7Hb] · vcc2026-val-1 · 2026 validation contexts A, B and C Alpha: statistical model: co-expression network + CRISPRi propagation [submission VkzdzYsPPsGXt6RljS33] · vcc2026-val-1 · 2026 validation contexts A, B and C chisheng Lee: v65 seed888 sw8 [submission 3lQ5tDAHkjqlQKMIhUnW] · vcc2026-val-1 · 2026 validation contexts A, B and C Renye Zhang: STATE ST-HVG Orion [submission imOBx0pZYRJFfuAUQHmS] · vcc2026-val-1 · 2026 validation contexts A, B and C PLUMS: r610186 [submission 3XegkIKSS3vhwgPeE75W] · vcc2026-val-1 · 2026 validation contexts A, B and C Zheng Gao1022: V83 top75 a035 on V67 (R323) [submission TxKerxL3JByooSAgFqsy] · vcc2026-val-1 · 2026 validation contexts A, B and C Yanming Gan: K562 transfer alpha0.7, pinned pseudobulk [submission pZOKWqhmPMjubm4gRPnc] · vcc2026-val-1 · 2026 validation contexts A, B and C Botai FZ: botai [submission d6xS0ZvBXGBoZNK7zSmc] · vcc2026-val-1 · 2026 validation contexts A, B and C Le Li: v5F2NativeK5FT-20260919-0535 [submission rKgclGQnyOCs4f42yukW] · vcc2026-val-1 · 2026 validation contexts A, B and C XGBOOST: XGBOOST_RAW001_CENTER [submission nLcPqis3g0EW1Rl0JZmv] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhaohui Li: tryme [submission Jvk9RN9jpVT5evpM2lGQ] · vcc2026-val-1 · 2026 validation contexts A, B and C （番茄学术高武，你管这叫天坑专业）: CPCF-S16-TransferGate [submission ZJ4RUXb1L6w9flNz47EW] · vcc2026-val-1 · 2026 validation contexts A, B and C bhyi4: kolfsign7-champbase-alpha04 [submission JQullIAdMwucG3TzmpaI] · vcc2026-val-1 · 2026 validation contexts A, B and C rogi: test3 [submission ZB2emDhpnTo6pBFdR2zp] · vcc2026-val-1 · 2026 validation contexts A, B and C Angel: v68 v31 prism-gasperini [submission bbjiLhYHqcjBg42zS2ND] · vcc2026-val-1 · 2026 validation contexts A, B and C hr w: 关注希尔薇谢谢喵 [submission rxfVVhg9iMm8MtaSqqMT] · vcc2026-val-1 · 2026 validation contexts A, B and C Yanmuzeee: m-20260916-02 [submission EFMbiAjmu50QAHcmgcUg] · vcc2026-val-1 · 2026 validation contexts A, B and C Sijia Cui: control-resampling-v1 [submission bUK3KrUjUUBaSpVfgsbY] · vcc2026-val-1 · 2026 validation contexts A, B and C Bob Clarkson: r57-r53-dose20-shared-20260918 [submission Kj3Xh23NP6MT7tzlvlt9] · vcc2026-val-1 · 2026 validation contexts A, B and C zhi yang2: palcstm-v69 [submission Or8mHXQMSBfn8osMg6GY] · vcc2026-val-1 · 2026 validation contexts A, B and C Sylvalso: Sylvalso-STATE40K [submission sWp2UbgKdbIXBVTgTTso] · vcc2026-val-1 · 2026 validation contexts A, B and C Xinyu Guo: xg-05-eb1 [submission CzvrGMLdtB0UtbjviN7m] · vcc2026-val-1 · 2026 validation contexts A, B and C renhua: Caliburnus V1 [submission IBbMuwZElvnfke61e4cA] · vcc2026-val-1 · 2026 validation contexts A, B and C Arag0n: Corti 2 [submission TPG6nM8QYvbGarOLSMpc] · vcc2026-val-1 · 2026 validation contexts A, B and C Morganti Lab: SHRINKWRAP v8.2.1 [submission CRy6L2YAvGsdElrw8XJM] · vcc2026-val-1 · 2026 validation contexts A, B and C Deep: m16 [submission Hnn4xt4RSFMFRLscxlNj] · vcc2026-val-1 · 2026 validation contexts A, B and C NeurodegenerativeLab: Transfer3b-SameMask-s025-20260914 [submission x8CPPkyeXuqE6HjFRefW] · vcc2026-val-1 · 2026 validation contexts A, B and C Killian Pluenet: vc-paired-compact-20260913 [submission MRyuhgAM1vpsinOwSWZl] · vcc2026-val-1 · 2026 validation contexts A, B and C GZ YAI: (STACK+200f64e2) [submission DgzSG0XK28s1OmK5f40b] · vcc2026-val-1 · 2026 validation contexts A, B and C GHS Team: vcc2026_v2_dampened [submission Z7TN9IttnhRX7djRw04K] · vcc2026-val-1 · 2026 validation contexts A, B and C Sentinal4D: trained cross-context model: learn
[submission r9nTGuYTAkWWOLes4ws5] · vcc2026-val-1 · 2026 validation contexts A, B and C Haibaio Yao: atlas-transfer-log2fc09-bulk035-v1 [submission 1fmwxTqJICAPWlOUFjyW] · vcc2026-val-1 · 2026 validation contexts A, B and C Plan A: v6.0.0-blend-kolf-scale135 [submission vEnkP1NQOLjCahfxCPIj] · vcc2026-val-1 · 2026 validation contexts A, B and C Dumpy: Dumpy_Model1_StableBlend_TargetGate [submission OAIUDVFH9JlNkUMSDGRz] · vcc2026-val-1 · 2026 validation contexts A, B and C gcAI: TVI-v1 [submission ugFy00Olo4fe1gUGunyi] · vcc2026-val-1 · 2026 validation contexts A, B and C Lingge Meng: Emitter-r020-seed17-r070-retry1 [submission hMqmfH4Umv0DDop79QzY] · vcc2026-val-1 · 2026 validation contexts A, B and C Chan Jiajun: run-039 [submission AL68qzAlC2UIL1ninVMQ] · vcc2026-val-1 · 2026 validation contexts A, B and C xiao Sun: abl-w1113-r2 [submission fXP1IemUrg1o3NbCOwF3] · vcc2026-val-1 · 2026 validation contexts A, B and C Daniel Murray: SourceEvidence-Prior-04 [submission TTW72jvhc54qtFwRQFyN] · vcc2026-val-1 · 2026 validation contexts A, B and C Equilateral Labs: mlp-measured-x2 [submission WVr8Bh8FWB59QC2tZLmz] · vcc2026-val-1 · 2026 validation contexts A, B and C TBD-1: multi-data-primeflow [submission Ukl7ii8XMBFA6KOKoRYG] · vcc2026-val-1 · 2026 validation contexts A, B and C Yixuan Hu: M0 control-only bootstrap baseline (no delta) [submission 2G1OOIhflBtqvYEcNENA] · vcc2026-val-1 · 2026 validation contexts A, B and C Xinwei Shi: baseline-8-confidence-weighted-shrinkage [submission P0MGXzFoal3R919gOGk1] · vcc2026-val-1 · 2026 validation contexts A, B and C Lei Zheng3: know [submission ILu6OcQtx75LSRNnJser] · vcc2026-val-1 · 2026 validation contexts A, B and C HAJIMI123: v20260918-effect-hardthreshold-0.005-abc-v001 [submission eyFOzB040zcLxOHVz5wR] · vcc2026-val-1 · 2026 validation contexts A, B and C Ivan Vasenov: animalcule-1.1.0 [submission 54fcyJDyYWBIJTVjifWm] · vcc2026-val-1 · 2026 validation contexts A, B and C John Carlson: stacked-hybrid-mlp-tree-champd [submission dozV69DR2kurXUMegqzM] · vcc2026-val-1 · 2026 validation contexts A, B and C Life Code: PetaCell-v4.12 [submission mV7CoOIIqqTlVfJsHL2E] · vcc2026-val-1 · 2026 validation contexts A, B and C deren xu: top800_energy_matched_calibrated_v1 [submission oR0cd5J9XynpScvo9wn6] · vcc2026-val-1 · 2026 validation contexts A, B and C Starks of Winterfell: The north remembers [submission djirGh3SKN4DT2XyHD8f] · vcc2026-val-1 · 2026 validation contexts A, B and C xu jihui: aqua-e009-learned-rebase-cont-20260914 [submission ETe1H5LuQ5rKgT6xGhum] · vcc2026-val-1 · 2026 validation contexts A, B and C Wei-Li-Lab: full_mc_v3 (STATE, 10-dataset broad-diversity retrain) -- pure baseline, no transfer/gain/calib blending [submission clSbAomfXIQkWVB7H73m] · vcc2026-val-1 · 2026 validation contexts A, B and C peekpoo: V33 DLD1 development direct context-A blend075 [submission 6Ap2TjliG6ilNnfudity] · vcc2026-val-1 · 2026 validation contexts A, B and C Raagavalli Karumanchi: Replogle CRISPRi Transfer v1 [submission xYCuQO3hJQt9fLwoY41U] · vcc2026-val-1 · 2026 validation contexts A, B and C Chenghan Jiang: CJ-fd model v1.a [submission gP26TDfwzhW5tu4rq1Sc] · vcc2026-val-1 · 2026 validation contexts A, B and C Charley: c-v34 [submission JZsf8eXN9GRXHQIsLwK1] · vcc2026-val-1 · 2026 validation contexts A, B and C Belu: b0918a [submission JfeT9nhh8L0neZBM3xTp] · vcc2026-val-1 · 2026 validation contexts A, B and C NWPU: jiang-direct40-v8 [submission H5FfFke1PyH2wUVCBvV5] · vcc2026-val-1 · 2026 validation contexts A, B and C Flechazo: Demo-010 [submission NdXlm6ipCoZfwB95xGAp] · vcc2026-val-1 · 2026 validation contexts A, B and C Qihao Duan: JanusPerturb [submission yizyETro2M2VEhL4gVRy] · vcc2026-val-1 · 2026 validation contexts A, B and C harry: basis co-expression regression v7 (gamma 2.8, specific-scale 1) [submission GCyn4URWRSwzaC5dxvAq] · vcc2026-val-1 · 2026 validation contexts A, B and C QRD: NTC-bootstrap [submission DKxSfaEIsSKBnDfTlvQp] · vcc2026-val-1 · 2026 validation contexts A, B and C Qi Liu: LQ [submission hr17hV7Z3xupiknwczVS] · vcc2026-val-1 · 2026 validation contexts A, B and C Soham Samanta: run-a614 [submission lzr2yt81m2NYjfDV5w7U] · vcc2026-val-1 · 2026 validation contexts A, B and C VCC - SVDS: v8 [submission v7yKgENfTydHJm1iyWmn] · vcc2026-val-1 · 2026 validation contexts A, B and C Dianyu Lou: fox [submission QPXKMAG4cMoxzXq0g6Vh] · vcc2026-val-1 · 2026 validation contexts A, B and C PRIME: sample [submission lqjuYrumdDBSgRnmTqpn] · vcc2026-val-1 · 2026 validation contexts A, B and C Kexin Li: trinity(attn+cd4t+sw60) a0.8 [submission 6leKPFdJN8NywjwfcBJ8] · vcc2026-val-1 · 2026 validation contexts A, B and C hahhh: hahhh v30 [submission ytNQ1jgF7mKCeKg3DmKL] · vcc2026-val-1 · 2026 validation contexts A, B and C Gavin: baseline [submission 4v572Mv2F3Amx5c1Xsh9] · vcc2026-val-1 · 2026 validation contexts A, B and C null_hypothesis: e42 [submission 1fM1JZYJruVSDgMrXymB] · vcc2026-val-1 · 2026 validation contexts A, B and C Mintao Xu: v5_stage2_top12k_amp088 [submission q637X0wY6u32xMPadf16] · vcc2026-val-1 · 2026 validation contexts A, B and C wutian: paired10-meanenv [submission WFzfrWMyhfGDi2ReLVAc] · vcc2026-val-1 · 2026 validation contexts A, B and C Dana A: calib_B0 [submission HVNr43hwlbKyfO7QiQq1] · vcc2026-val-1 · 2026 validation contexts A, B and C zijian Yuan: state-sm500-mapped-baseline [submission lrvFQfguSFbiuWL52WK7] · vcc2026-val-1 · 2026 validation contexts A, B and C Mona Liangyi: vcc26-s1-uncertainty-20260918T072102Z [submission 0hoMdIqHMdbPevm1WRXM] · vcc2026-val-1 · 2026 validation contexts A, B and C zlanta: target-only [submission G339LL0FiionSYLoxPEN] · vcc2026-val-1 · 2026 validation contexts A, B and C The_Way: The_Way10 [submission NELlL99k9F92tyHRMKyJ] · vcc2026-val-1 · 2026 validation contexts A, B and C ydy: S7_v1 [submission hfGkPwPkd2tjxa8bdr2k] · vcc2026-val-1 · 2026 validation contexts A, B and C βίος: aqua-e006-source-rank-20260914 [submission uhhjcdP00SmlrR9icxo1] · vcc2026-val-1 · 2026 validation contexts A, B and C XIAOHANGCHI: KITE-VC A100 large ensemble [submission 1DPYBtwzbmQKhSmmpIH0] · vcc2026-val-1 · 2026 validation contexts A, B and C Y150Y133: random test 7 [submission jPmU6v2twZZs1dsXqyZV] · vcc2026-val-1 · 2026 validation contexts A, B and C newtwent: control baseline [submission dsizngk5igoacQc7nEr9] · vcc2026-val-1 · 2026 validation contexts A, B and C Dan Wang: 1000T_Pretrained_RL_Loop [submission 4ku5WYxANavoJQ3lO4kJ] · vcc2026-val-1 · 2026 validation contexts A, B and C Crispy AI: AX03 frozen AE32 residual MLP [submission hLbE5hGTJmUHFnu4SgAI] · vcc2026-val-1 · 2026 validation contexts A, B and C nhgbfdvdfscdxsacdf: v11 resubmit restore best as latest [submission hJ8pWpXgGSjXj41lEIPT] · vcc2026-val-1 · 2026 validation contexts A, B and C Hiroyuki Odake: slate-meadow [submission eDCyX0cm32TswcK0fLwl] · vcc2026-val-1 · 2026 validation contexts A, B and C Garrett Roell: control mean-std baseline v1 [submission Zgt5JNLIL1rZaRUzLLlv] · vcc2026-val-1 · 2026 validation contexts A, B and C PumpkinChicken: v56 [submission TRPAexSewnkQ989ofzVC] · vcc2026-val-1 · 2026 validation contexts A, B and C blueberry: blueberry-1 [submission nO8ioPuh1rxMZI50lFD1] · vcc2026-val-1 · 2026 validation contexts A, B and C JINGSONG YAN: vcc-transfer-v1 [submission IqbCknPoPJONBSm9zA9u] · vcc2026-val-1 · 2026 validation contexts A, B and C Xiaokai Tang: TXK-K562Ridge-ControlTransfer-v1 [submission RYoqitTrb7NbiCE8PY8N] · vcc2026-val-1 · 2026 validation contexts A, B and C Hristo Buyukliev: PDS_hacking [submission LOJH38HpZRWk8OFAzVai] · vcc2026-val-1 · 2026 validation contexts A, B and C RenormAI: RenormCell Diffusion Only epoch 160 [submission YoIVy7thLSchq1yq9T1D] · vcc2026-val-1 · 2026 validation contexts A, B and C 동우 고1: kubig-logcp-gwps [submission S7xzt1bFGgwXzmTCtBtb] · vcc2026-val-1 · 2026 validation contexts A, B and C BioCai: scgpt [submission Uu4ZCwVB7izl762N4Yhf] · vcc2026-val-1 · 2026 validation contexts A, B and C undercovercompscientist: m9 [submission EEx52RKuEnW9GTAZEnzF] · vcc2026-val-1 · 2026 validation contexts A, B and C team PB: baseline_v7 [submission Ao44k1aArZJUOay5McXj] · vcc2026-val-1 · 2026 validation contexts A, B and C Hope: v5.0.0-m8-retrieval-s105-5seed [submission 6erUVaF7TPeSTQYZopJU] · vcc2026-val-1 · 2026 validation contexts A, B and C Kevin SUN: a19-cd4multi-w0.70 [submission V2EXMIDctSaOtuN5IrVq] · vcc2026-val-1 · 2026 validation contexts A, B and C LibraryPrep+FACS: Pooled k=4, magnitude x2.0, per-cell response heterogeneity cv=0.5 [submission b53O1zKysvvnt6fwoZL9] · vcc2026-val-1 · 2026 validation contexts A, B and C EYoung: PCA Model Alpha025 [submission 6hJj6BJlkrwZJjDYASdh] · vcc2026-val-1 · 2026 validation contexts A, B and C Patheia: Cell Papa [submission wCqEXUjZj1IH9XUWgzaV] · vcc2026-val-1 · 2026 validation contexts A, B and C Mehul Borad: simple-7 [submission gBgclmG8EiCfElGGZVWX] · vcc2026-val-1 · 2026 validation contexts A, B and C biggest cohort: baseline-test-v1 [submission IEXLyPvwjpxiY2lNpnJS] · vcc2026-val-1 · 2026 validation contexts A, B and C Yingqi Zhang: stack-model-v1 [submission upCAVShk583CzbS7m5uT] · vcc2026-val-1 · 2026 validation contexts A, B and C 灿欣 卢: m9070 [submission FdHpyPCrvoPSTxsXH05m] · vcc2026-val-1 · 2026 validation contexts A, B and C Peihan Li: v38_amp: the v36 3src pipeline (K562 w2 + H1-2025 w2 + CD4 0.5, per-source common-mode removal, 1e5-count shrinkage, dual-moment integer emission, promoter caps) with amplitudes recalibrated 0.6/0.3 -> 0.75/0.4 (single knob; v36 nmae 0.883 vs band 0.83-0.87 indicated under-amplification). [submission UXkXlSWQwzWPpN6eB3GW] · vcc2026-val-1 · 2026 validation contexts A, B and C gogogo go: pc1_b020_a125 [submission Rfpn8SpxkbfkYKhPB7Hr] · vcc2026-val-1 · 2026 validation contexts A, B and C Concept: baseline_knockdown baseline v1 [submission lGhKPT7pYVcI8Q9HhvAP] · vcc2026-val-1 · 2026 validation contexts A, B and C TvT: Control Mean Baseline 2026-08-24 [submission D4qNgeT7p554os7xChmK] · vcc2026-val-1 · 2026 validation contexts A, B and C Yiquan Wang: wyqmath [submission a4h4Ai881bJiLPSt9Qn4] · vcc2026-val-1 · 2026 validation contexts A, B and C FYM: DualSource-Linear-v1 [submission jXELzX1u6qEU6oQr77UN] · vcc2026-val-1 · 2026 validation contexts A, B and C Eclab: eclab-v9 [submission uuoj5pWVQnGZGRUrUkSD] · vcc2026-val-1 · 2026 validation contexts A, B and C allen oyi: K [submission oLnVSo0NsKA13lAEGmDM] · vcc2026-val-1 · 2026 validation contexts A, B and C Christine Corbett Moran: coexpr_v1 [submission 9Cms2XXWZVDShLzSgsVa] · vcc2026-val-1 · 2026 validation contexts A, B and C hya: sample36 [submission W3pwQtg9mGyjmovVhP5x] · vcc2026-val-1 · 2026 validation contexts A, B and C Bob: Bob-v010 [submission ISbg9LyUUGfZhNUD0KHC] · vcc2026-val-1 · 2026 validation contexts A, B and C Qian Jiang: abl-amp075 [submission lwUQUZuDmdYjpx1KXiC5] · vcc2026-val-1 · 2026 validation contexts A, B and C cindy chen: (STACK+071c46fa) [submission AzFVZmm5pRWAis74X25N] · vcc2026-val-1 · 2026 validation contexts A, B and C Lu Zheng: model123553 [submission 3BqMwwbjnu8mlIiYIsf6] · vcc2026-val-1 · 2026 validation contexts A, B and C xiaodui: V15-ExprTail-k7000-t050-g275-20260914 [submission UqvOtaVmQfXDwr64AWyT] · vcc2026-val-1 · 2026 validation contexts A, B and C Genshin NB: r6-alpha22-single-factor-probe [submission xr7NXBcC1DxnQRUlXf9B] · vcc2026-val-1 · 2026 validation contexts A, B and C 小刀牛试: v22 [submission vxWNc35UwcobLBLL6E4f] · vcc2026-val-1 · 2026 validation contexts A, B and C Bits and Atoms: v31-calib-mse [submission r8uSMSROdgP7x3IcSouG] · vcc2026-val-1 · 2026 validation contexts A, B and C Jing: rb4m1 [submission VVuWNkTukSeLlFgkyLsd] · vcc2026-val-1 · 2026 validation contexts A, B and C Danilo Lapegna - DL Solutions: DLHAL Probe K562 Even A0.75 20260825 [submission rCFVDvOaLDGUkmX8PnNe] · vcc2026-val-1 · 2026 validation contexts A, B and C Bonjour: baseline81 Jurkat-A literature responseadd on baseline47 [submission FaDuJxvTFq1XngAgEfwJ] · vcc2026-val-1 · 2026 validation contexts A, B and C VITAL-DGU: Set-N2V-Pilot-v1 [submission xyMVDPFiTVCFgd9x41jU] · vcc2026-val-1 · 2026 validation contexts A, B and C 刘霞: LX [submission UyZ2xED5CrPw2ZHeiijQ] · vcc2026-val-1 · 2026 validation contexts A, B and C ASCENDER: NLME-A-v1-controls-fallback [submission Hy0cFE0alKopiFm9n5a2] · vcc2026-val-1 · 2026 validation contexts A, B and C Jessy Liu: AtlasShift rel100 cd4 0.5 BC 2:2:1 cpm1.2 [submission v6KFhMYYu9nNj9choway] · vcc2026-val-1 · 2026 validation contexts A, B and C Jake: K562Delta scale=1.0 n_de=2000 (matched-path calibration) [submission 4j8nWE68KB01qk3fYepI] · vcc2026-val-1 · 2026 validation contexts A, B and C 11111: baseline-se-g4000-wide-v1 [submission PPNNClxdmj11ab6BchDA] · vcc2026-val-1 · 2026 validation contexts A, B and C SSSIM: fv3 [submission nAlhuvUc4KE5LNkHZl6n] · vcc2026-val-1 · 2026 validation contexts A, B and C easonwu: hope02 [submission BmOsr6O1aVf5jha6xPGh] · vcc2026-val-1 · 2026 validation contexts A, B and C Zixi Lu: model123523 [submission EzIXgVRmpKahthD6B2OG] · vcc2026-val-1 · 2026 validation contexts A, B and C 404_NO_FOUND: C2 GenePT kNN beta0.5 [submission YVtXCz5vytHO1EnIyTMJ] · vcc2026-val-1 · 2026 validation contexts A, B and C pop: thicket [submission WCZSlnndOSPK6ID4cK6j] · vcc2026-val-1 · 2026 validation contexts A, B and C peng yu: rgua1seu [submission EQ84cnMe7lVdzITHG8gc] · vcc2026-val-1 · 2026 validation contexts A, B and C SEELEΔ/00: STATE-ContextCal-Wide0075-0910-r2 [submission YBezod0tVVrdufwXmZd0] · vcc2026-val-1 · 2026 validation contexts A, B and C Rohit Kumar: Ironhide [submission tXrIbohXHahmw3PyryLt] · vcc2026-val-1 · 2026 validation contexts A, B and C Guole Liu: 0909b_10th [submission pRcvdZXtyi2V9DN4rYEa] · vcc2026-val-1 · 2026 validation contexts A, B and C yuepeng wang: Random null control v1 [submission xUt2WIuF3SvBcDvuTpij] · vcc2026-val-1 · 2026 validation contexts A, B and C aivc-test: CAST v2 sparse gated atlas [submission 4YgrE4hGn7mMTC28Dq4E] · vcc2026-val-1 · 2026 validation contexts A, B and C gaoyigao: XAtlas-Orion-M12B1 [submission H1Rm261J9ZeavxQS1yuD] · vcc2026-val-1 · 2026 validation contexts A, B and C s1: s12 [submission tiRzXmJ0XeeVnhCyyGNp] · vcc2026-val-1 · 2026 validation contexts A, B and C Jong Hang Siong: NTC + on-target CRISPRi + coexpression [submission cdscBm5sLZ27dYroTDCx] · vcc2026-val-1 · 2026 validation contexts A, B and C CCCC: test-c9-cr3 [submission AFiCYuXue75nTQ7HncE4] · vcc2026-val-1 · 2026 validation contexts A, B and C SPL: test [submission j5hYgPlZCk3DdfJSlUaX] · vcc2026-val-1 · 2026 validation contexts A, B and C Dalang Yu: Atlas Transfer K3 cs0.75 CPM1.05 [submission zPXmTWVhLJxwVxrfzsiL] · vcc2026-val-1 · 2026 validation contexts A, B and C Albina Nikiforova: vcc-effect-no-change-20260828 [submission YvH3Y5zUh6ZC0Zqg5yMo] · vcc2026-val-1 · 2026 validation contexts A, B and C NEXGEM: state-gwps-protein [submission jid7D47SrTFWVNxpi6LT] · vcc2026-val-1 · 2026 validation contexts A, B and C César Payán: H1-Replogle Multinomial 0.50 [submission ih7EfwRUe2CK9Wgheqrb] · vcc2026-val-1 · 2026 validation contexts A, B and C 花火（emotionor）: S2 R16-R21 predecoder hybrid [submission mjDGUlRLJlx5HUJxgAyh] · vcc2026-val-1 · 2026 validation contexts A, B and C koudeaikesi: Training-only linear v3 H1-full support-expanded [submission voo7ZGpQFG5Hcn5kRdVT] · vcc2026-val-1 · 2026 validation contexts A, B and C 123: MODEL [submission KH5pJ002m4teiUSDXwUl] · vcc2026-val-1 · 2026 validation contexts A, B and C NotToday: v3b-whatever [submission S4Fuy2gcSsr8pPPXV42P] · vcc2026-val-1 · 2026 validation contexts A, B and C 이채린: KOLF top5 context detect25 v2 [submission 8hLqqxDllQzz13u2VkXR] · vcc2026-val-1 · 2026 validation contexts A, B and C HK team: SER-R17-B11Recon-NBSimplex-v1 [submission BIuA2jJs1K4xuQ5c73qx] · vcc2026-val-1 · 2026 validation contexts A, B and C Kareem Fareed: pipeline-test-sample [submission M4Kow9wLvXO6MSG0GPbc] · vcc2026-val-1 · 2026 validation contexts A, B and C Ye Lab: v35-fused-direction-calibrated-peak [submission faT8dSNKepmRAsFZGFPV] · vcc2026-val-1 · 2026 validation contexts A, B and C Hua Li: scDFM same ARC+GEO CRISPRi data; raw counts (no CP10k/log1p); 5000 steps; 8-step midpoint [submission EL7xBbVSoIrARH0NCkN2] · vcc2026-val-1 · 2026 validation contexts A, B and C Test: v21 [submission dy61eal5LTXjTwZT9SkP] · vcc2026-val-1 · 2026 validation contexts A, B and C Kavya Manjula Gurubasavaiah: K562 transfer, scale 3 [submission bahVWBBkB4qEe496QN6y] · vcc2026-val-1 · 2026 validation contexts A, B and C DanielChow: Adaptive-Shrinkage-Lookup [submission cli7Mel6pgYvw0wmzDUb] · vcc2026-val-1 · 2026 validation contexts A, B and C Cameron S: morphoperturb-D288-rowp99 [submission gDd2h9WQcCefPM5ykCt8] · vcc2026-val-1 · 2026 validation contexts A, B and C ocb00999: ABC-CD4Consensus-ContextKernel-20260919 [submission ath4Ji43uywe8hP3IhI3] · vcc2026-val-1 · 2026 validation contexts A, B and C CYH: Cyan [submission qyY62kiXQoQk12ECdoAp] · vcc2026-val-1 · 2026 validation contexts A, B and C flyingfog won: FF-20260919-2 [submission mKE8KoY29Utq3HefReFq] · vcc2026-val-1 · 2026 validation contexts A, B and C roxs: cortex2 [submission JvoAvsxZMJDJdiTavmuG] · vcc2026-val-1 · 2026 validation contexts A, B and C Genisight: wkd-rank s6 [submission huJkoWj873QNfjwfAd5C] · vcc2026-val-1 · 2026 validation contexts A, B and C Hopkin Jiang: sample36 [submission QrgYSZNKuoTRE1WTsfOm] · vcc2026-val-1 · 2026 validation contexts A, B and C SI: v4 [submission 7gqkZ1HRINpn3FPUNIK4] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhongyun He: recentered v5 full-density [submission BQm372zkot2BhtoPZ2cg] · vcc2026-val-1 · 2026 validation contexts A, B and C Shrika Eddula: Submission 3 [submission ozIXd0kDjsxb3okRiE9W] · vcc2026-val-1 · 2026 validation contexts A, B and C Andrej Bugrim: 'shift_trans_core_gated' [submission oA7ZtSqgRk6E6PoVtj2V] · vcc2026-val-1 · 2026 validation contexts A, B and C Sai Rohit Chakrapani Akula: Jiva-Harness Specialists [submission tGmMhwGJtyaW9kSiIXpN] · vcc2026-val-1 · 2026 validation contexts A, B and C Eddie Hajjar: pipeline smoke test, vcc sample random data [submission QqKdsQWu32yG7j5L6Aj8] · vcc2026-val-1 · 2026 validation contexts A, B and C Simon Yu: CF-ML-transfer-s1-rerun [submission 8NM7MaQGtNp5E2Ho5xPv] · vcc2026-val-1 · 2026 validation contexts A, B and C ZhilongLi: lzl~ [submission 4plOCNgkRpFFrrq9KoCY] · vcc2026-val-1 · 2026 validation contexts A, B and C 不想在双非读医: 林克大大大魔王x1 [submission fvu808yXDZw0dydJA87G] · vcc2026-val-1 · 2026 validation contexts A, B and C SLee: AnchorDE-Core-v2 [submission 0TVokVcI3ftGFE478pOF] · vcc2026-val-1 · 2026 validation contexts A, B and C Tesorai: h_panel_sparse [submission ocTngDOUNDxr7n7eJRRR] · vcc2026-val-1 · 2026 validation contexts A, B and C 2027: coexpr-v1 [submission yLoCR7FPFnjqABtyXib2] · vcc2026-val-1 · 2026 validation contexts A, B and C Illumina AI: PerturbationAI [submission fslq6ov1ijfW0MlMkAii] · vcc2026-val-1 · 2026 validation contexts A, B and C Han Bowen: Version 33 [submission FASA1678B5W4FXcjo8Lc] · vcc2026-val-1 · 2026 validation contexts A, B and C huhuhu: (STACK+56b37fcf) [submission bKq6MO52YbmMjJe45Q3q] · vcc2026-val-1 · 2026 validation contexts A, B and C Shuyan: shuyan [submission 2jSYliBw7w212gknuCSM] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhuocheng Hu: PRISM GNN Baseline [submission Q4EKwYOIZiZfPGlmu3ex] · vcc2026-val-1 · 2026 validation contexts A, B and C Eric Wang: C2 A-only Headgate f020 r025 [submission Q1Jylk6OVPeImsgl5tlw] · vcc2026-val-1 · 2026 validation contexts A, B and C Parsa Khairollahi: pipeline test - random sample [submission v6h5YGJYUWloNeDlpNQi] · vcc2026-val-1 · 2026 validation contexts A, B and C Vivian Xu: run_2026_10 [submission xSPuTDgYQI7A705jZoCh] · vcc2026-val-1 · 2026 validation contexts A, B and C Jianqing Zhu: V4-GO-MLP-MSE-20260919-seed42 [submission qGQqPrIG1DQXwB1CX1Hs] · vcc2026-val-1 · 2026 validation contexts A, B and C Wayne Wang: B0-control-identity-v1 [submission 4NOjkU3u4DOWKwgDhLqw] · vcc2026-val-1 · 2026 validation contexts A, B and C Leonid_Klarov: b1_delta_k562_default [submission lypOHyaNCokHdDbhql37] · vcc2026-val-1 · 2026 validation contexts A, B and C Saarufer: pzlhe09180030 [submission VfxEsJOQ1N0o17XVcCA0] · vcc2026-val-1 · 2026 validation contexts A, B and C Latent is all you need: prediction_v3 [submission UyjENFnLfpDTH1AwXPlG] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhou Li: Quorum [submission UFz8B9gR0t73HDu2Y34y] · vcc2026-val-1 · 2026 validation contexts A, B and C Minyeong Lee: BP-ratio-full001 [submission r8BAxJR8tmIccFrZDWnt] · vcc2026-val-1 · 2026 validation contexts A, B and C Michael Timbs: 2026-09-17-known-target-reading [submission RrM2vbed3H7LOGCv2p6A] · vcc2026-val-1 · 2026 validation contexts A, B and C hw x: E1_full_axis_diagnostic_v1 [submission dlyOR4rBihTHMwCqgscQ] · vcc2026-val-1 · 2026 validation contexts A, B and C Lumos: gwps majority k20 [submission nZI4St5NsK7z5uucsfF6] · vcc2026-val-1 · 2026 validation contexts A, B and C huanglinn: submit [submission FG1LKsbzNx9lC1seEz6N] · vcc2026-val-1 · 2026 validation contexts A, B and C Rui Xing Zhang: RX_W17 [submission S5xlp1ROzXY2JCmR9u3b] · vcc2026-val-1 · 2026 validation contexts A, B and C BB: v0.1 [submission uAJNqT4UadARILmlmB5g] · vcc2026-val-1 · 2026 validation contexts A, B and C 王爱媛: XX2 [submission dCwf1c99o9WYO2wujqHQ] · vcc2026-val-1 · 2026 validation contexts A, B and C Mengran Li: g68-histcal-e0fix-alpha4726 [submission ntJYFexuaBJ4QCkH6IxJ] · vcc2026-val-1 · 2026 validation contexts A, B and C Serengeti: GWPS-H1 Full Response v1 [submission FWj0fAvUQyRJl2lJoUm4] · vcc2026-val-1 · 2026 validation contexts A, B and C cell_d: tier1-resample-kd70 [submission 6xjZhKuT2sSRfbk43QJL] · vcc2026-val-1 · 2026 validation contexts A, B and C San: 009 [submission KM9p45BMXxnPScj5txnd] · vcc2026-val-1 · 2026 validation contexts A, B and C Ava Brown: cellpred-0.9.7 [submission i2IrQSByF3HJhN9n8Nlh] · vcc2026-val-1 · 2026 validation contexts A, B and C Danyu CHEN: ContextVariance_v2 [submission 0WHuzuHnaBkBhEycMFze] · vcc2026-val-1 · 2026 validation contexts A, B and C Xi CHEN: state_v1 [submission jIAXTyjVtLOVwSOSibNW] · vcc2026-val-1 · 2026 validation contexts A, B and C Res: SparseTransplant_K1000_20260916 [submission bFK6yJMSAvV53jDNasaN] · vcc2026-val-1 · 2026 validation contexts A, B and C Yusuke: model-015 [submission muFWem1hiUu16Y1eISlA] · vcc2026-val-1 · 2026 validation contexts A, B and C chill: Mojito [submission CiNADBf9i1ZyABbHwSQA] · vcc2026-val-1 · 2026 validation contexts A, B and C Tucker: Replogle perturb-mean baseline [submission emu0xWJ2np0LbKYTmVkf] · vcc2026-val-1 · 2026 validation contexts A, B and C luka: cosine-only-original-k562-h1-a055-v1 [submission vc0tfljv3Jtv6FGCBSx4] · vcc2026-val-1 · 2026 validation contexts A, B and C Hongjian Zhou: pm-r15j [submission db6wDUxWSqaOSwzvE1Tf] · vcc2026-val-1 · 2026 validation contexts A, B and C ----: pure retrieval scale 1.0 znorm [submission zQXZIuOdtGVmqBp1jhin] · vcc2026-val-1 · 2026 validation contexts A, B and C cclab: Cell v4 [submission u1tdL54JnjnlS2l1OezZ] · vcc2026-val-1 · 2026 validation contexts A, B and C Weijing Zhao: model-20260915-0715 [submission uGyaUob8HTi909CAR7ih] · vcc2026-val-1 · 2026 validation contexts A, B and C bowen: V30 [submission TmBJUj4tfq73Y2mAbKj6] · vcc2026-val-1 · 2026 validation contexts A, B and C IsoCell: Multisource Isometric 0911 [submission gBlFbfIIyalKBFltaMnl] · vcc2026-val-1 · 2026 validation contexts A, B and C Huai-Yu Liou: model v1.2 [submission DCd0nADIRZzS0HzvuaDc] · vcc2026-val-1 · 2026 validation contexts A, B and C Nichlu: cmLearnTiled: learned transfer + tiled emission (stack both wins) [submission KcWcttN4VQ3mjZVDmIb6] · vcc2026-val-1 · 2026 validation contexts A, B and C QCell: test [submission mZCGCeVR76rQs3kvaYHd] · vcc2026-val-1 · 2026 validation contexts A, B and C Jian Xiao: SPGM-amp3 [submission qCT9cJIIoWYfIJnuIFbp] · vcc2026-val-1 · 2026 validation contexts A, B and C Harrison Li: Harrison_v5 [submission Id9TF7wvQMx0puaBDIvZ] · vcc2026-val-1 · 2026 validation contexts A, B and C Nora_xy: Control Sampling v001 [submission 9PcQaBXluzuUmNl1URXp] · vcc2026-val-1 · 2026 validation contexts A, B and C CI LUN WANG: Causal-prior gated residual v5 [submission TIurxtHmUZ3GL1O0C7aL] · vcc2026-val-1 · 2026 validation contexts A, B and C Amit Shenoy: donor-mean a0.90 theta-per-gene-MoM gwps-only mshift+KOLF2.1J-orphans r15-dispersion-match [submission WtNvrAzfG95MhgYfUQoW] · vcc2026-val-1 · 2026 validation contexts A, B and C Good: zero-shot-gene-embedding-residual-v1 [submission tn5HOmNYI8kXutuJylcD] · vcc2026-val-1 · 2026 validation contexts A, B and C Niu Lai: DigBick_v2f [submission g36WmyPsuWe0u1WdXFKV] · vcc2026-val-1 · 2026 validation contexts A, B and C Gennaro Devincenzis: stage1-meanshift-baseline [submission LEiiRJAfS5b3eWlUOMvM] · vcc2026-val-1 · 2026 validation contexts A, B and C Donghwa Kim: pipette_v4_consensus_signed [submission DGSEh9hTRGbtvgbMAlLA] · vcc2026-val-1 · 2026 validation contexts A, B and C ComebacKid: PBLinearRidge-K20-d4-v1 [submission blcQ2Qt9HNK8lb4d3VFg] · vcc2026-val-1 · 2026 validation contexts A, B and C yu zihan: YZ-Response-Latent-Cove [submission rd4lgr22kabgKPds8lPu] · vcc2026-val-1 · 2026 validation contexts A, B and C ld: cuecell-6 [submission xfMcozUURNSHAUoZ3eKc] · vcc2026-val-1 · 2026 validation contexts A, B and C Visming Tech: VT-M18 [submission gYx0oeGfY4mwQNCEaElc] · vcc2026-val-1 · 2026 validation contexts A, B and C jhtao: C-KOLF Dose 0.667 2026-09-18 [submission WSE5zE5Dm1ht8sfiN43u] · vcc2026-val-1 · 2026 validation contexts A, B and C Ling Zhang: ratka5ca [submission bOeyzYI0nGBVRciKbmzI] · vcc2026-val-1 · 2026 validation contexts A, B and C cctv: sample36 [submission uF0tfKvrlibtTREXL6Kh] · vcc2026-val-1 · 2026 validation contexts A, B and C shuheng zhao: dlretrieval_A_consensus [submission 3nBBSDkE0zAYznqfxqRm] · vcc2026-val-1 · 2026 validation contexts A, B and C K: VCC26-Retrieval-v1 [submission 77XaRwQS50UKptL9kvU6] · vcc2026-val-1 · 2026 validation contexts A, B and C Hao Tian: delta_only [submission uKIeWC57Jolpj2CHyi9W] · vcc2026-val-1 · 2026 validation contexts A, B and C Skadi's Seaborn Farm: cry again [submission JDWnIB3RSPwRlmBvxLfD] · vcc2026-val-1 · 2026 validation contexts A, B and C Mandolino: trial-07 sc-generator + conditioned linear model x2 [submission BV1gqrIYuy2KMVZSGmN4] · vcc2026-val-1 · 2026 validation contexts A, B and C GongfuPanda: a3_dc1_renormlib [submission 4PnR3JYssoMjxcNKaIsl] · vcc2026-val-1 · 2026 validation contexts A, B and C Alzheimer Project: v22 minimum count edit resubmission [submission Jiun3h4tKAT3oGWc6S7W] · vcc2026-val-1 · 2026 validation contexts A, B and C Dandelion: ARC_X_lam025 [submission XUhq507wlGBjMbFQJtS7] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhiyuan Gong: abl-pc200k-r2 [submission CEphHE7V4cOVcnZJEQe0] · vcc2026-val-1 · 2026 validation contexts A, B and C Testh: test [submission XNmgbcESDywe6BXtMGyA] · vcc2026-val-1 · 2026 validation contexts A, B and C aa cc: state_hct_to_hek_step6000 [submission fQoJd6BuYt3vEEM3EUEp] · vcc2026-val-1 · 2026 validation contexts A, B and C vinraja: run-008 [submission 1Q9Of7tVNget8r3crncD] · vcc2026-val-1 · 2026 validation contexts A, B and C GOGO: v11-learned-neighbours [submission 159LGUTG0Hrr0S1TCQJ5] · vcc2026-val-1 · 2026 validation contexts A, B and C Wu huanhuan: lalala [submission Hs8mmeIDN5Zm1WXroFms] · vcc2026-val-1 · 2026 validation contexts A, B and C 123qwe: 20260917_175033 [submission zCGMQtDZzHwNCpL5kW1A] · vcc2026-val-1 · 2026 validation contexts A, B and C ZhaoLab: compass_n_string_proxy_v1 [submission yloWz12zJTLgUL7bUp6z] · vcc2026-val-1 · 2026 validation contexts A, B and C long he: RNAFM-GEARS-v4-ANOVA-ABC [submission mQuuD8O4N5c0k7XucSIA] · vcc2026-val-1 · 2026 validation contexts A, B and C 王子木: G1192 identity-preserving repair [submission QLcgvhDPU8at3lZgCNPf] · vcc2026-val-1 · 2026 validation contexts A, B and C Amirhossein Valizadeh: av04 [submission mLvAj9NYTRORkR8vUV6y] · vcc2026-val-1 · 2026 validation contexts A, B and C zescy zhang: m9120 [submission jStPrPuXfx6pjCVmAjjb] · vcc2026-val-1 · 2026 validation contexts A, B and C Yazi Li: DeSCOPE-2 [submission sJ6RmD9kZErwJmahBM1x] · vcc2026-val-1 · 2026 validation contexts A, B and C yuanshen: TxPert GNN semantics + basal residual transfer v3 [submission Q0LYjZgllWFTx2deZpAy] · vcc2026-val-1 · 2026 validation contexts A, B and C helloworld: vcc2026-int-prior-r01 [submission Mn1wSNuolCXfTZXGROin] · vcc2026-val-1 · 2026 validation contexts A, B and C Parmita Mishra: Pooled transfer; gain 0.268; full GWPS; control template [submission QACLfdGZ2L9EzU2d4vpB] · vcc2026-val-1 · 2026 validation contexts A, B and C Micheal: DeepCRISPR [submission ar8PbE4FXWeTpgeHlORo] · vcc2026-val-1 · 2026 validation contexts A, B and C D Yang: pet_transfer_scale0.3 [submission mqz700m6DEt2eW5H64gu] · vcc2026-val-1 · 2026 validation contexts A, B and C Yuyang Wang: model123524 [submission Y4QGRB0a1lbjyx9UL5dC] · vcc2026-val-1 · 2026 validation contexts A, B and C hammertime: M-0007 [submission XSFWjtWpnBrqucPkwojH] · vcc2026-val-1 · 2026 validation contexts A, B and C 望有幸: PRISM v2.1 scale 0.70 [submission ArhOz4rCd5iM3rezI9HF] · vcc2026-val-1 · 2026 validation contexts A, B and C Yang Yang: v7a_20260917 [submission 4rbSu1UUNUEC9XRGTuww] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhayulong: val-20260824-01 [submission 2vmw8SsZvHqjNGw8s9zO] · vcc2026-val-1 · 2026 validation contexts A, B and C Team VCL-318: best0707 [submission pwC4J0Mi9a748pGxnEdl] · vcc2026-val-1 · 2026 validation contexts A, B and C jiyang: J-18 [submission Iwv8rt4zM5TCCrkGhd8r] · vcc2026-val-1 · 2026 validation contexts A, B and C Chandana Prakashmurthy: X-Atlas HCT116: A=gwps+xatlas(28), B/C=xatlas [submission 7feVwiRIz1W35zjNPHjZ] · vcc2026-val-1 · 2026 validation contexts A, B and C shaoyu song: wiener_test [submission TAi1RqFfcUynNRybmmBu] · vcc2026-val-1 · 2026 validation contexts A, B and C DIAG: test [submission DH0pFjCjaShgUl4HgRRB] · vcc2026-val-1 · 2026 validation contexts A, B and C he weiye: KNN5 STATE modulation v2 [submission Rsweb2g6zvezCLrnohU3] · vcc2026-val-1 · 2026 validation contexts A, B and C Nabi: nabi_r066 [submission 6RjNzgJAwzlmhcHYvGwo] · vcc2026-val-1 · 2026 validation contexts A, B and C M249: B2-sparse25-a0.5 [submission 7itvdtQuQyFiIuzeBoKJ] · vcc2026-val-1 · 2026 validation contexts A, B and C Tianyu Zhang: c2x_replogle_gwps_transfer_v1 [submission 0ZKopyV9poXToUsftHEF] · vcc2026-val-1 · 2026 validation contexts A, B and C petalwish: vcc2026-seed1 [submission x2xzYjxfDUwMcZOv9QQq] · vcc2026-val-1 · 2026 validation contexts A, B and C Aubree: V23 [submission i7CF8tHfpNFbVBvScynS] · vcc2026-val-1 · 2026 validation contexts A, B and C vcc: atlas_transfer_7src [submission PVIJkoM21qF1YO5aMJCT] · vcc2026-val-1 · 2026 validation contexts A, B and C To infinity and beyond: context-routed-v1 [submission dt3ZoUPMAilkNYFZSYOR] · vcc2026-val-1 · 2026 validation contexts A, B and C BwB: zeroprobe_31fallback [submission uaOHd5XW7oenDgvYAwYL] · vcc2026-val-1 · 2026 validation contexts A, B and C Thomas Hu: string_knn9 [submission Qc9VbuQbONZK9CubwKd3] · vcc2026-val-1 · 2026 validation contexts A, B and C Shaole CHANG: vcc ctrl [submission hCstQY4xLBJO08E1uCXV] · vcc2026-val-1 · 2026 validation contexts A, B and C AJOU: 0e9d0a949229075e [submission GQPjszVD6IxtKYAPF1PU] · vcc2026-val-1 · 2026 validation contexts A, B and C Bear State: TxPert-Exphormer-MG-4Fold-Ensemble-Calibrated [submission y6wASilSgTT32qkAm315] · vcc2026-val-1 · 2026 validation contexts A, B and C Svvord: v4 [submission umZvlNHpVPBDtrEusEPl] · vcc2026-val-1 · 2026 validation contexts A, B and C Kinney John: model123531 [submission IvpNYMJ5ntMffhfSfcDJ] · vcc2026-val-1 · 2026 validation contexts A, B and C elixir: naive_log2fc_shuffled [submission UZoYEsL2DF2VtIsZ7OQc] · vcc2026-val-1 · 2026 validation contexts A, B and C BBbb: selfkd-r0.12 [submission 8pchMJyBgpcr5hsqmx2T] · vcc2026-val-1 · 2026 validation contexts A, B and C VCC@ZJU: VelvetQuasar-42 [submission cNofaXvwLZzVuZohRphy] · vcc2026-val-1 · 2026 validation contexts A, B and C Siyuan Xu: ram7lsce [submission 4ioKidMwet9Gacrr9xra] · vcc2026-val-1 · 2026 validation contexts A, B and C Hou Zeyu: stse16x16_step15000_ratio [submission 6UWMgjIdHyr8I7fgQg2L] · vcc2026-val-1 · 2026 validation contexts A, B and C nanobot: ox-V17 [submission Z5SymzziHDxUCH4BKnpb] · vcc2026-val-1 · 2026 validation contexts A, B and C YetAnotherVC: Plan B transfer a1.5 + STRING 0.5 [submission OGFhHQlBc3hreTO96cA3] · vcc2026-val-1 · 2026 validation contexts A, B and C Terra Group: scDFM-log1p-linehold-B [submission mtDBBGmjxJFm7GQ1IfZT] · vcc2026-val-1 · 2026 validation contexts A, B and C Sunberg: dpCell [submission LJUW8g9UGyV8d2LCwVsD] · vcc2026-val-1 · 2026 validation contexts A, B and C Zhan Zhang: ROP1 [submission J1KBixn349pcEyTG3tJF] · vcc2026-val-1 · 2026 validation contexts A, B and C BioCosmos X: TxPert MoE v4 epoch11 [submission 9P4yW8MeWjCG8sxZvNQN] · vcc2026-val-1 · 2026 validation contexts A, B and C bird: raw-control-baseline [submission PBCmgXUR7Lh4lah5PGfQ] · vcc2026-val-1 · 2026 validation contexts A, B and C MikeL: prediction_boost_merge_r04 hard-merge remain0.04 champ median on-target -3.604 [submission zmkQCJKNnMij5iip6hKM] · vcc2026-val-1 · 2026 validation contexts A, B and C HY H: hh-v18 [submission GfKlvwz5WTEMYlK7cmBB] · vcc2026-val-1 · 2026 validation contexts A, B and C Bio_NUDT: m2200hold [submission 3zcmziYgiyuXpp3pcliS] · vcc2026-val-1 · 2026 validation contexts A, B and C futago's udon: orion_feng_mean_v1 [submission bBRRHUYswyWGe9vjaLmV] · vcc2026-val-1 · 2026 validation contexts A, B and C Lixing Tan: r61-BC-cd4-0.50-plus-agreement [submission VmXE1jM4wOWPjr962oQc] · vcc2026-val-1 · 2026 validation contexts A, B and C Hajimi: submission_0918_1 [submission 0mYMknmsSzR3jmYqRICt] · vcc2026-val-1 · 2026 validation contexts A, B and C Naoto Otsuka: v49: equal-weight ensemble of two nearly independent predictors - the K562-only transfer (0.0865 alone) and the three-screen transfer (0.0786 alone), whose predicted log2 fold changes correlate at only rho 0.076. Averaging happens after prediction rather than inside the library blend, which is why it is a different operation from the multi-source entries that lost ground earlier [submission MDZhGPwc7ILcaeDrb5qe] · vcc2026-val-1 · 2026 validation contexts A, B and C Aiden: zhu_cd4_stim8_context_a_s025 [submission iUAu55FlzmY4OvJCNdT7] · vcc2026-val-1 · 2026 validation contexts A, B and C 0xOsprey: transfer-knn-k1 [submission NHJdFUTjiUzK8ffmQFgL] · vcc2026-val-1 · 2026 validation contexts A, B and C 404NotFound: panel-gwps-memory-v1 [submission Ug0g8bUkPDqQjKztoyzZ] · vcc2026-val-1 · 2026 validation contexts A, B and C PertTest: MV1.3 [submission kVbRtcgVoOZL8lSv1HTB] · vcc2026-val-1 · 2026 validation contexts A, B and C ggband: r52-r32-strength-550-20260918 [submission KHyqlfm6K9ENdwLw7Cbp] · vcc2026-val-1 · 2026 validation contexts A, B and C xi cheng: m9010 [submission GO0TCpDRtqyNs9XRtgam] · vcc2026-val-1 · 2026 validation contexts A, B and C Kunaal Agarwal: baseline-control-mean [submission ZgkaGzp65HkqqOxhtKoH] · vcc2026-val-1 · 2026 validation contexts A, B and C Kun Lab: control-resample baseline v0 [submission lN3u3Ae2Uv2w6Risfm9b] · vcc2026-val-1 · 2026 validation contexts A, B and C Brandon Low: bl_c12 [submission apOhGAWZUbxIE5YhywUk] · vcc2026-val-1 · 2026 validation contexts A, B and C Luotian Luo: cell-mean baseline (control mean per context) [submission npNR0n11ZRwQUrMWuvi2] · vcc2026-val-1 · 2026 validation contexts A, B and C NSK: learned_monotone_rule_scale030_cpm5_retry [submission Qh20lzSwFV4pWgQK10WR] · vcc2026-val-1 · 2026 validation contexts A, B and C Rhowan: context-mean NB baseline v0 [submission 56sZaEMvgkd6GzjePWuW] · vcc2026-val-1 · 2026 validation contexts A, B and C DeepImmune Therapeutics: ModelV12 [submission 6xfLfGaOuvS9C0QI4f5f] · vcc2026-val-1 · 2026 validation contexts A, B and C Yifan SONG: E_primary_v12 [submission fiLQBFPixQUjBgLr9Wvn] · vcc2026-val-1 · 2026 validation contexts A, B and C πAI-Lab: z-4 [submission l7vf1Hh1biZW39dI6CuP] · vcc2026-val-1 · 2026 validation contexts A, B and C HBBWS: ridge-uniform-v1 [submission I5dshW53LoFTjgTliH4g] · vcc2026-val-1 · 2026 validation contexts A, B and C hachimi: B0 validation floor r1 [submission zUAUFKvHnUBKrf51wJ6S] · vcc2026-val-1 · 2026 validation contexts A, B and C Mark Hammond: mech-v1 [submission ZVoZH2KyvENxIFtQdkiD] · vcc2026-val-1 · 2026 validation contexts A, B and C Super Linear: ti-0831 [submission kV8GYJuAwoI6Sqv0lLKp] · vcc2026-val-1 · 2026 validation contexts A, B and C 石 岳峰: PRISM: Perturbation Response Inference for Single-cell Modeling (v1.20) [submission Zcdhb4FwAF3USxLAQ5xJ] · vcc2026-val-1 · 2026 validation contexts A, B and C AAA: state-perturbation [submission wGYSVVyL3ssL8dQP7auT] · vcc2026-val-1 · 2026 validation contexts A, B and C Ravenclaw: VCC2026-v35 [submission STcYg3bFzmfA5nGvOemo] · vcc2026-val-1 · 2026 validation contexts A, B and C Heisenberg: v54 [submission CNLhDrJD1csDHrzo5rlu] · vcc2026-val-1 · 2026 validation contexts A, B and C Maotai Cheng: modelI_esfix_a2 [submission W1WzymGZjd9gCgUDNbbT] · vcc2026-val-1 · 2026 validation contexts A, B and C Pergedan: v7b_sefill [submission 2OUPWrPAM8UWSnRIp6lK] · vcc2026-val-1 · 2026 validation contexts A, B and C Yijing Zhou: model123540 [submission UULLJcN659C9H0sBDjfo] · vcc2026-val-1 · 2026 validation contexts A, B and C pasteur: A-rpe1-dense-v1 [submission HS9CcDwAa30EOZSF8tka] · vcc2026-val-1 · 2026 validation contexts A, B and C weir: vcc2026_random_smoke_baseline [submission MMfTIOT2eCFs0FgIU2XD] · vcc2026-val-1 · 2026 validation contexts A, B and C SpotCell: LUCA-V17 [submission hydRM8tW7aMEPD8pBPuC] · vcc2026-val-1 · 2026 validation contexts A, B and C Biomni-TusoAI: direct_w075_g06_sq04 [submission OLQXepKlSub507CSLQIT] · vcc2026-val-1 · 2026 validation contexts A, B and C Sepehr Sohrabpour: sx17 [submission A6S0bqS9noLrNqq3br8D] · vcc2026-val-1 · 2026 validation contexts A, B and C Xia Xiaoqiong: H1 mean-effect transfer alpha 0.5 seed 2026 [submission y5h0HaPGvxNMQNC7992H] · vcc2026-val-1 · 2026 validation contexts A, B and C MetricAll score_avg Evidence originAll Author-reported evaluation
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