paper · independent reproduction
Enhancing molecular property prediction with auxiliary learning and task-specific adaptation
The Ohio State University · 2024-07-24
Relationship layer
Benchmark usage
This table records what the work did with each benchmark before attempting to normalize a run. Partial claims remain visible without being treated as comparable evaluations.
fine tuning
enhancing-molecular-property-prediction-with-auxiliary-moleculenet-1-use
Non-evaluationunknown
Benchmark: MoleculeNet · version Not reported
- Selection
- not applicable
- Metrics
- Not reported / not applicable
- Linked runs
- None
Not reported / unresolved: MoleculeNet version is not reported.; Table 4 prints the Tox21 molecule count ambiguously as 7.831.
AI-assisted double-pass extraction; values are limited to independently supported claims.
Evidence
- section: Results and discussion > Experimental setup
Supports: /relation_type - section: Results and discussion > Experimental setup
Supports: /benchmark_id - section: Results and discussion > Experimental setup
Supports: /scope - section: Results and discussion > Experimental setup
Supports: /scope - table: Table 4, dataset columns
Supports: /scope - section: Results and discussion > Reproducibility and implementation details
Supports: /scope - other: Experimental setup; reference 17
Supports: /model_ids - other: Experimental setup; reference 17
Supports: /model_ids
evaluation
enhancing-molecular-property-prediction-with-auxiliary-moleculenet-2-use
Partialsubset · n=8
Benchmark: MoleculeNet · version Not reported
- Selection
- filtered · Eight MoleculeNet classification datasets: BBBP, Tox21, ToxCast, SIDER, ClinTox, MUV, HIV, and BACE.
- Metrics
- Test ROC-AUC (Sup-CP; AM,CP,EP,IG,MP)
- Linked runs
- None
Not reported / unresolved: MoleculeNet version is not reported.; Realized test-set sample sizes are not reported.; Exact checkpoint revision and release date are not reported.; Scaffold splitting is the within-dataset split protocol, not the method used to select the eight benchmark datasets.; Table rows vary by adaptation strategy; those strategies are not normalized here as standalone model identities.; Conflicted result claim omitted after independent verification; the evaluation relationship is published conservatively.; benchmark version; numeric result
AI-assisted double-pass extraction; values are limited to independently supported claims.
Evidence
- table: Table 1
Supports: /relation_type - section: Results and discussion > Experimental setup
Supports: /benchmark_id - section: Results and discussion > Experimental setup
Supports: /scope - section: Results and discussion > Experimental setup
Supports: /scope - table: Table 1, dataset columns
Supports: /scope - table: Table 1 footnote
Supports: /scope - other: Experimental setup; reference 17
Supports: /model_ids - table: Table 1 caption and footnote
Supports: /metric_labels
evaluation
enhancing-molecular-property-prediction-with-auxiliary-moleculenet-3-use
Partialsubset · n=8
Benchmark: MoleculeNet · version Not reported
- Selection
- filtered · Eight MoleculeNet classification datasets: BBBP, Tox21, ToxCast, SIDER, ClinTox, MUV, HIV, and BACE.
- Metrics
- Test ROC-AUC (Sup-CP; AM,IG,MP)
- Linked runs
- None
Not reported / unresolved: MoleculeNet version is not reported.; Realized test-set sample sizes are not reported.; Repeat count is not stated for Table 2.; Exact checkpoint revision and release date are not reported.; Scaffold splitting is the within-dataset split protocol, not the method used to select the eight benchmark datasets.; Table rows vary by adaptation strategy; those strategies are not normalized here as standalone model identities.; benchmark version; numeric result
AI-assisted double-pass extraction; values are limited to independently supported claims.
Evidence
- table: Table 2
Supports: /relation_type - section: Results and discussion > Experimental setup
Supports: /benchmark_id - section: Results and discussion > Experimental setup
Supports: /scope - section: Results and discussion > Experimental setup
Supports: /scope - table: Table 2, dataset columns
Supports: /scope - section: Results and discussion > Reproducibility and implementation details
Supports: /scope - other: Experimental setup; reference 17
Supports: /model_ids - table: Table 2 caption and footnote
Supports: /metric_labels
evaluation
enhancing-molecular-property-prediction-with-auxiliary-moleculenet-4-use
Partialsubset · n=8
Benchmark: MoleculeNet · version Not reported
- Selection
- filtered · Eight MoleculeNet classification datasets: BBBP, Tox21, ToxCast, SIDER, ClinTox, MUV, HIV, and BACE.
- Metrics
- Test ROC-AUC (Sup; AM,CP,EP,IG,MP)
- Linked runs
- None
Not reported / unresolved: MoleculeNet version is not reported.; Realized test-set sample sizes are not reported.; Repeat count is not stated for Table 3.; Exact checkpoint revision and release date are not reported.; Scaffold splitting is the within-dataset split protocol, not the method used to select the eight benchmark datasets.; Table rows vary by adaptation strategy; those strategies are not normalized here as standalone model identities.; benchmark version; numeric result
AI-assisted double-pass extraction; values are limited to independently supported claims.
Evidence
- table: Table 3
Supports: /relation_type - section: Results and discussion > Experimental setup
Supports: /benchmark_id - section: Results and discussion > Experimental setup
Supports: /scope - section: Results and discussion > Experimental setup
Supports: /scope - table: Table 3, dataset columns
Supports: /scope - section: Results and discussion > Reproducibility and implementation details
Supports: /scope - other: Experimental setup; reference 17
Supports: /model_ids - table: Table 3 caption and footnote
Supports: /metric_labels
Normalized evaluation runs
This source has no normalized model run. It may be a creator-only source or a partial/non-evaluation benchmark use.