PertEval-scFM (Wenteler et al., ICML 2025), full text
Pinned primary PDF. Review is limited to Table 1 (Norman single-gene, 2,000 HVGs) GEARS / MLP baseline / Mean baseline AUSPC rows. The five scFM-embedding rows in the same table and the double-gene/Replogle K562/Replogle RPE1 tables are not reviewed for intake by this source record.
Evidence
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
Evidence table
Inspect claims, sources and review details
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
16 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.article_license PMLR's general Publication Agreement (https://proceedings.mlr.press/pmlr-license-agreement.html, independently read 2026-10-07T12:22:03Z) requires every PMLR author to grant "a Creative Commons Attribution 4.0 International License" in the article, with an attribution requirement of "a citation to the original publication of the article in the proceedings as well as a hyperlink to the PMLR web site linking to the original paper." This general agreement, not an individual-page badge, is the basis for treating this article as CC BY 4.0: the individual article landing page itself shows no Creative Commons badge, only the separate "Copyright (c) The authors and PMLR 2026" footer line (both facts recorded, neither substituted for the other). Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.artifact_sha256 c116a153872645d5c91b9ee836df3945cd8ffd02a6e736f58f854c4b70978bcc Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.artifact_url https://raw.githubusercontent.com/mlresearch/v267/main/assets/wenteler25a/wenteler25a.pdf Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.code_license MIT, confirmed via the GitHub repository API license endpoint on 2026-10-07, and independently re-confirmed by reading the pinned LICENSE blob at main commit ce48c8b998901c8f8b6275114caac3a4d8543c0b (blob 8f7d6532772dcd06951192fe441e00d02e0848c2). This licenses the code repository only: it does not license the paper's datasets, any other model's pretrained weights, and it does not identify which code revision produced the published Table 1/2 run (that mapping is unverified). Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.code_url https://github.com/aaronwtr/PertEval Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.retrieved_at 2026-10-07T11:39:51Z Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.url https://proceedings.mlr.press/v267/wenteler25a.html Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.venue Proceedings of the 42nd International Conference on Machine Learning (ICML 2025), PMLR vol. 267, pp. 66633-66677 Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.version PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| description Pinned primary PDF. Review is limited to Table 1 (Norman single-gene, 2,000 HVGs) GEARS / MLP baseline / Mean baseline AUSPC rows. The five scFM-embedding rows in the same table and the double-gene/Replogle K562/Replogle RPE1 tables are not reviewed for intake by this source record. Source metadata | PertEval-scFM (Wenteler et al., ICML 2025), full text No field-specific location recorded Version: PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval) | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
View linked audit checks and correction history
Release 2026-10-07-1448159e6a81 · Record review: source checked
Technical metadata and extraction receipts
Stable ID: perteval-scfm-2025-source
- areas
- cells-spatial-multiomics
- url
- https://proceedings.mlr.press/v267/wenteler25a.html
- artifact url
- https://raw.githubusercontent.com/mlresearch/v267/main/assets/wenteler25a/wenteler25a.pdf
- artifact sha256
- c116a153872645d5c91b9ee836df3945cd8ffd02a6e736f58f854c4b70978bcc
- retrieved at
- 2026-10-07T11:39:51Z
- venue
- Proceedings of the 42nd International Conference on Machine Learning (ICML 2025), PMLR vol. 267, pp. 66633-66677
- version
- PMLR v267 wenteler25a (as served by the PMLR-affiliated mlresearch/v267 GitHub mirror; ETag "ed9f0fe44cf6edc939ee6950d024f65dcd8dd6f16414bd9f5297cda9395d6e58" at retrieval)
- code url
- https://github.com/aaronwtr/PertEval
- code license
- MIT, confirmed via the GitHub repository API license endpoint on 2026-10-07, and independently re-confirmed by reading the pinned LICENSE blob at main commit ce48c8b998901c8f8b6275114caac3a4d8543c0b (blob 8f7d6532772dcd06951192fe441e00d02e0848c2). This licenses the code repository only: it does not license the paper's datasets, any other model's pretrained weights, and it does not identify which code revision produced the published Table 1/2 run (that mapping is unverified).
- article license
- PMLR's general Publication Agreement (https://proceedings.mlr.press/pmlr-license-agreement.html, independently read 2026-10-07T12:22:03Z) requires every PMLR author to grant "a Creative Commons Attribution 4.0 International License" in the article, with an attribution requirement of "a citation to the original publication of the article in the proceedings as well as a hyperlink to the PMLR web site linking to the original paper." This general agreement, not an individual-page badge, is the basis for treating this article as CC BY 4.0: the individual article landing page itself shows no Creative Commons badge, only the separate "Copyright (c) The authors and PMLR 2026" footer line (both facts recorded, neither substituted for the other).