Group Robustness on MetaShift (test)
79.4WGATCSL-CS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TCSL-CSGroup Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 79.4 | 84.95 | |
| D2 (EL2N+CLIP)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 78.01 | 82.47 | |
| RGbalGroup Info (Train)=✓, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 70.14 | 81.13 | |
| SelfSup (Hist)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 68.06 | 84.26 | |
| RandomGroup Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 65.97 | 81.77 | |
| EL2N (Hist)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 64.12 | 81.48 | |
| EL2N (Bot)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 53.47 | 78.76 | |
| D2 (SelfSup+CLIP)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 46.53 | 77.89 | |
| SelfSup (Bot)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 38.19 | 77.14 | |
| SelfSup (Top)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 37.96 | 75.35 | |
| D2 (SelfSup+ResNet)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 37.5 | 75.17 | |
| EL2N (Top)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 35.19 | 59.61 | |
| D2 (EL2N+ResNet)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 26.85 | 55.61 |