TabBench-Bio
tabbench-bio.eu- Category
- Developer Tools
- Rank
- No. 1282Tools index
- Platform
- web
- Type
- TOOL
- Date
About
A continuously updated benchmark comparing classical models, neural networks, and tabular foundation models on high-dimensional, low-sample-size biomedical tables (transcriptomic, metagenomic, molecular, sequence-derived, genomic-prediction), using a controlled feature-by-sample grid and 5x cross-validation. It reports interactive leaderboards, Bradley-Terry Elo rankings, efficiency and stability analyses, and an explicit policy for scoring out-of-memory failures rather than substituting smaller runs.
What it can do
Benchmark classical models, neural networks, and tabular foundation models on high-dimensional, low-sample-size biomedical datasets
Biomedical tabular datasets (transcriptomic, metagenomic, molecular, sequence-derived, genomic-prediction) → Comparative model performance results
Run 5x cross-validation evaluation on a controlled feature-by-sample grid
Tabular dataset and model → Cross-validated performance metrics
Generate interactive leaderboards of model performance
Benchmark results → Interactive leaderboard
Compute Bradley-Terry Elo rankings across models
Model comparison results → Elo ranking scores
Produce efficiency and stability analyses of models
Benchmark run data → Efficiency and stability reports
Score out-of-memory failures according to a defined failure-handling policy instead of substituting smaller runs
Model run outcome → Recorded failure score
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