One cohort at a time
Task, appliance, resolution, data access, scope, profile, and sample limit define who can be ranked together.
Living benchmark
Ranks only compare runs in the same evaluation cohort. Every row comes from immutable result files; the page does not contain hand-entered scores.
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How to read the board
Task, appliance, resolution, data access, scope, profile, and sample limit define who can be ranked together.
Smoke runs check the real pipeline cheaply. Only complete full-protocol runs support benchmark or paper claims.
Verified aggregates require seeds 10, 20, and 42 plus source, dataset, runtime, container, and protocol provenance.
| Rank | Model | MAE ↓ (W) | F1 ↑ | Parameters | Time ↓ | Peak memory ↓ | Runs | Run setup | Status |
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