Benchmark

RhoMax original wavelength-prediction comparison

Original 2024 RhoMax study with four WT-background holdouts and printed aggregate; Bayesian LASSO and geometric neural configurations. Distinct from FLIP2.

15 evaluations · 60 results

Overview

Original 2024 RhoMax study with four WT-background holdouts and printed aggregate; Bayesian LASSO and geometric neural configurations. Distinct from FLIP2.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

15 recorded evaluations, 60 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.

View coverage and remaining gaps across all benchmarks

Results

Results are available, but no reviewed comparison panel is linked in this release.

All evaluations

15 evaluations · 60 results. Different protocols are not a single leaderboard.

Filter evaluations

Tested model or methodProtocolDatasetEvaluation setupMetricEvidence origin

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	0.063 ± 0.05 mean_absolute_error eV · lower Uncertainty: type: standard_deviation; reported spread: 0.05; scope: Printed summary dispersion; pooling procedure not established Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row mean, column mean and standard deviation blasso
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	14.90 ± 10.9 mean_absolute_error nm · lower Uncertainty: type: standard_deviation; reported spread: 10.9; scope: Printed summary dispersion; pooling procedure not established Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row mean, column mean and standard deviation blasso
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	0.062 median_absolute_error eV · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row mean, column median blasso
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	14.8 median_absolute_error nm · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row mean, column median blasso
Configuration: RhoMax	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	0.050 ± 0.06 mean_absolute_error eV · lower Uncertainty: type: standard_deviation; reported spread: 0.06; scope: Printed summary dispersion; pooling procedure not established Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row mean, column mean and standard deviation rhomax
Configuration: RhoMax	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	10.45 ± 11.6 mean_absolute_error nm · lower Uncertainty: type: standard_deviation; reported spread: 11.6; scope: Printed summary dispersion; pooling procedure not established Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row mean, column mean and standard deviation rhomax
Configuration: RhoMax	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	0.03 median_absolute_error eV · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row mean, column median rhomax
Configuration: RhoMax	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	6.83 median_absolute_error nm · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row mean, column median rhomax
Configuration: RhoMax + retinal	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	0.057 ± 0.05 mean_absolute_error eV · lower Uncertainty: type: standard_deviation; reported spread: 0.05; scope: Printed summary dispersion; pooling procedure not established Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax + retinal / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row mean, column mean and standard deviation rhomax-retinal
Configuration: RhoMax + retinal	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	13.46 ± 11.7 mean_absolute_error nm · lower Uncertainty: type: standard_deviation; reported spread: 11.7; scope: Printed summary dispersion; pooling procedure not established Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax + retinal / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row mean, column mean and standard deviation rhomax-retinal
Configuration: RhoMax + retinal	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	0.045 median_absolute_error eV · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax + retinal / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row mean, column median rhomax-retinal
Configuration: RhoMax + retinal	Protocol: RhoMax WT-background holdout mean Dataset subset: RhoMax mean test population	10.9 median_absolute_error nm · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax + retinal / mean Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row mean, column median rhomax-retinal
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	0.047 ± 0.04 mean_absolute_error eV · lower Uncertainty: type: standard_deviation; reported spread: 0.04; scope: Printed error dispersion within test split Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row split 1, column mean and standard deviation blasso
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	10.58 ± 8.4 mean_absolute_error nm · lower Uncertainty: type: standard_deviation; reported spread: 8.4; scope: Printed error dispersion within test split Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row split 1, column mean and standard deviation blasso
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	0.047 median_absolute_error eV · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row split 1, column median blasso
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	9.94 median_absolute_error nm · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row split 1, column median blasso
Configuration: RhoMax	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	0.045 ± 0.06 mean_absolute_error eV · lower Uncertainty: type: standard_deviation; reported spread: 0.06; scope: Printed error dispersion within test split Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row split 1, column mean and standard deviation rhomax
Configuration: RhoMax	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	8.85 ± 10.5 mean_absolute_error nm · lower Uncertainty: type: standard_deviation; reported spread: 10.5; scope: Printed error dispersion within test split Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row split 1, column mean and standard deviation rhomax
Configuration: RhoMax	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	0.025 median_absolute_error eV · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row split 1, column median rhomax
Configuration: RhoMax	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	5.2 median_absolute_error nm · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row split 1, column median rhomax
Configuration: RhoMax + retinal	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	0.046 ± 0.06 mean_absolute_error eV · lower Uncertainty: type: standard_deviation; reported spread: 0.06; scope: Printed error dispersion within test split Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax + retinal / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row split 1, column mean and standard deviation rhomax-retinal
Configuration: RhoMax + retinal	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	10.29 ± 12.2 mean_absolute_error nm · lower Uncertainty: type: standard_deviation; reported spread: 12.2; scope: Printed error dispersion within test split Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax + retinal / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row split 1, column mean and standard deviation rhomax-retinal
Configuration: RhoMax + retinal	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	0.027 median_absolute_error eV · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax + retinal / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row split 1, column median rhomax-retinal
Configuration: RhoMax + retinal	Protocol: RhoMax WT-background holdout split 1 Dataset subset: RhoMax split 1 test population	6.14 median_absolute_error nm · lower Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source RhoMax + retinal / split 1 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, nm block, row split 1, column median rhomax-retinal
Configuration: BLASSO (RhoMax paper eV-trained comparator)	Protocol: RhoMax WT-background holdout split 2 Dataset subset: RhoMax split 2 test population	0.064 ± 0.06 mean_absolute_error eV · lower Uncertainty: type: standard_deviation; reported spread: 0.06; scope: Printed error dispersion within test split Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source BLASSO (RhoMax paper eV-trained comparator) / split 2 Not reported Aggregation: Not reported RhoMax 2024 primary article · Table 1, eV block, row split 2, column mean and standard deviation blasso

Source checking is not independent reproduction. Release 2026-09-30-e37e3ab1284d.

Methods and evaluation design

Procedure, tasks and evaluated configurations

Evaluation design

Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.

Protocols

These source-backed links do not make different protocols or scores interchangeable.

Baseline coverage

Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.

0 of 10 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.

Baseline status by linked protocol

RhoMax WT-background holdout mean · 0/2 roles measured
RhoMax WT-background holdout split 1 · 0/2 roles measured
RhoMax WT-background holdout split 2 · 0/2 roles measured
RhoMax WT-background holdout split 3 · 0/2 roles measured
RhoMax WT-background holdout split 4 · 0/2 roles measured

Protocol coverage CSV · Model evaluation matrix · Source table · Release and checksums

Coverage is derived from release 2026-09-30-e37e3ab1284d. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.

Run this benchmark

Choose a concrete protocol before running an evaluation. Its inputs, split and scoring rules determine which results can be compared.

Run instructions

No runnable recipe has been reviewed for this benchmark. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.

Strengths, limitations and unresolved questions

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.

0 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-30-e37e3ab1284d
Property and statement	Original source and location	Review and provenance

No evidence rows match these filters. Choose another scope or clear the search.

All evidence (CSV)All evidence (JSONL)How to read the evidence

Sources and history

View linked audit checks and correction history

Release 2026-09-30-e37e3ab1284d · Record review: source checked

1 source records and release history

RhoMax 2024 primary article · Original source · 2024 journal article; XML pinned by SHA-256

Download this release

Technical metadata and extraction receipts

Stable ID: uc20260930-benchmark-rhomax

areas: proteins-complexes
entity level: suite
source locator: Table 1; Methods Data Set and Comparison to Previous Methods
review: method: automated_source_review; reviewed at: 2026-09-30T21:44:09.612264+00:00; date: 2026-09-30; reviewer: Codex experimental-use-case curation; scope: Source-backed study/suite containment for navigation, not shared numerical comparison or execution.
limitations: Containment groups the original study only. Each protocol retains separate datasets, input assumptions, endpoints and values.

Related records

part of: RhoMax WT-background holdout mean
part of: RhoMax WT-background holdout split 1
part of: RhoMax WT-background holdout split 2
part of: RhoMax WT-background holdout split 3
part of: RhoMax WT-background holdout split 4

Suggest a correction