siRNA Perturbation Classification on RxRx1 out-of-distribution wilds (test)
29.6Performance (HEPG2)ABRA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ABRAUse of TTA=false2026.03 | 29.6 | 51.7 | 30.1 | 13 | 39.6 | 7.5 | |
| AdaBNUse of TTA=true2026.03 | 26.8 | 55.4 | 28 | 12.7 | 40.4 | — | |
| ABRAUse of TTA=true2026.03 | 26.8 | 53.8 | 25.9 | 14.1 | 39.3 | 4.9 | |
| DSUUse of TTA=false2026.03 | 20.9 | 46.1 | 21.4 | 10.2 | 32.9 | 2.9 | |
| ERMUse of TTA=false2026.03 | 17.4 | 40.7 | 18.4 | 8.7 | 28.7 | — | |
| AdvStyleUse of TTA=true2026.03 | 16.6 | 38 | 16.7 | 9.6 | 26.8 | 1.8 | |
| AdvBayesUse of TTA=false2026.03 | 12.4 | 30.1 | 12 | 5.5 | 20.7 | 1.4 | |
| AdvStyleUse of TTA=false2026.03 | 10.1 | 32.8 | 10.7 | 4.5 | 21.2 | 2.1 | |
| DinoV2Use of TTA=false2026.03 | 8.4 | 17.3 | 10.4 | 5.5 | 13 | 3.7 | |
| SimclrUse of TTA=false2026.03 | 7.2 | 13.9 | 6.4 | 3 | 10.1 | 1.1 | |
| BYOLUse of TTA=false2026.03 | 6.5 | 11.1 | 6.2 | 3.4 | 8.5 | 2.2 | |
| ABRAUse of TTA=true2026.03 | 0.859 | 0.931 | 0.874 | 0.639 | 0.87 | 5 | |
| AdaBNUse of TTA=true2026.03 | 0.85 | 0.924 | 0.863 | 0.616 | 0.86 | — | |
| DSUUse of TTA=false2026.03 | 0.767 | 0.799 | 0.712 | 0.378 | 0.726 | 2 | |
| ABRAUse of TTA=false2026.03 | 0.762 | 0.803 | 0.791 | 0.401 | 0.746 | 1.8 | |
| AdvStyleUse of TTA=true2026.03 | 0.745 | 0.862 | 0.778 | 0.48 | 0.775 | 1.9 | |
| AdvStyleUse of TTA=false2026.03 | 0.726 | 0.794 | 0.721 | 0.35 | 0.713 | 2.8 | |
| ERMUse of TTA=false2026.03 | 0.715 | 0.789 | 0.72 | 0.299 | 0.703 | — | |
| AdvBayesUse of TTA=false2026.03 | 0.698 | 0.653 | 0.612 | 0.215 | 0.605 | 5.6 | |
| DinoV2Use of TTA=false2026.03 | 0.433 | 0.55 | 0.446 | 0.121 | 0.453 | 6.7 | |
| BYOLUse of TTA=false2026.03 | 0.259 | 0.402 | 0.347 | 0.075 | 0.322 | 1.2 | |
| SimclrUse of TTA=false2026.03 | 0.183 | 0.356 | 0.282 | 0.058 | 0.268 | 4.3 |