Shift Estimation on Sparse Covariate Shifts Linear Models
0.4Estimation Inaccuracy (Bin 1)EPA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EPABase Model Architecture=Linear Model2026.05 | 0.4 | 0.5 | 0.4 | — | 84.8 | 0 | |
| EPA2026.05 | 0.7 | 1 | 1.4 | 0.9 | 76.5 | 5.6 | |
| KMMBase Model Architecture=Linear Model2026.05 | 1.2 | 2.4 | 6.7 | — | 0 | 0 | |
| COV-CLFBase Model Architecture=Linear Model2026.05 | 1.2 | 2.4 | 6.3 | — | 13 | 0 | |
| KMM2026.05 | 1.4 | 2 | 15.8 | 11.1 | 0.9 | 0 | |
| SEES-C2026.05 | 1.4 | 1.6 | 1.2 | 1.7 | 69.6 | 10 | |
| COV-CLF2026.05 | 1.5 | 1.5 | 2.8 | 2.6 | 75.7 | 17.1 | |
| SEES-D2026.05 | 1.6 | 2.2 | 5.3 | 4.4 | 79.1 | 17.8 | |
| SEES-DBase Model Architecture=Linear Model2026.05 | 4.8 | 6.8 | 2.5 | — | 14.1 | 0 | |
| SEES-CBase Model Architecture=Linear Model2026.05 | 5.4 | 6.6 | 2.3 | — | 14.1 | 0 |