Conditional Shapley value estimation on Adult M=14
0.026MSEvCatBoost
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CatBoostApproach=Separate2026.02 | 0.026 | — | |
| VAEAC2026.02 | 0.027 | — | |
| RFApproach=Separate2026.02 | 0.027 | — | |
| TabPFNApproach=Separate, Version=v2, Estimators=82026.02 | 0.029 | — | |
| TabPFNApproach=Separate, Version=v2.5-D, Estimators=12026.02 | 0.029 | — | |
| TabPFNApproach=Separate, Version=v2.5-D, Estimators=82026.02 | 0.029 | — | |
| TabPFNApproach=Separate, Version=v2.5-R, Estimators=12026.02 | 0.029 | — | |
| TabPFNApproach=Separate, Version=v2.5-R, Estimators=82026.02 | 0.029 | — | |
| TabPFNApproach=Separate, Version=v2, Estimators=12026.02 | 0.03 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-D, Estimators=12026.02 | 0.031 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-R, Estimators=12026.02 | 0.031 | — | |
| PPRApproach=Separate2026.02 | 0.032 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-R, Estimators=12026.02 | 0.032 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2, Estimators=12026.02 | 0.032 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-D, Estimators=12026.02 | 0.032 | — | |
| GAMApproach=Separate2026.02 | 0.033 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2, Estimators=12026.02 | 0.033 | — | |
| Independence2026.02 | 0.041 | — | |
| LMApproach=Separate2026.02 | 0.043 | — | |
| NN-OlsenApproach=Surrogate2026.02 | 0.045 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2, Estimators=82026.02 | 0.052 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2, Estimators=12026.02 | 0.056 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-R, Estimators=82026.02 | 0.062 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-R, Estimators=12026.02 | 0.072 | — | |
| NN-FryeApproach=Surrogate2026.02 | 0.085 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-D, Estimators=82026.02 | 0.088 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-D, Estimators=12026.02 | 0.102 | — |