Conditional Shapley value estimation on Diabetes M=10
0.125MSEvTabPFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TabPFNApproach=Separate, Version=v2, Estimators=82026.02 | 0.125 | — | |
| TabPFNApproach=Separate, Version=v2.5-D, Estimators=82026.02 | 0.125 | — | |
| TabPFNApproach=Separate, Version=v2.5-R, Estimators=82026.02 | 0.125 | — | |
| LMApproach=Separate2026.02 | 0.126 | 1.9 | |
| GAMApproach=Separate2026.02 | 0.126 | — | |
| PPRApproach=Separate2026.02 | 0.126 | — | |
| TabPFNApproach=Separate, Version=v2, Estimators=12026.02 | 0.126 | — | |
| TabPFNApproach=Separate, Version=v2.5-D, Estimators=12026.02 | 0.126 | — | |
| TabPFNApproach=Separate, Version=v2.5-R, Estimators=12026.02 | 0.126 | — | |
| Gaussian2026.02 | 0.127 | — | |
| Copula2026.02 | 0.127 | — | |
| VAEAC2026.02 | 0.128 | — | |
| GH2026.02 | 0.133 | — | |
| CatBoostApproach=Separate2026.02 | 0.135 | — | |
| NN-OlsenApproach=Surrogate2026.02 | 0.135 | — | |
| PPRApproach=Surrogate2026.02 | 0.136 | — | |
| CatBoostApproach=Surrogate2026.02 | 0.14 | 53.4 | |
| Empirical2026.02 | 0.143 | 15.1 | |
| RFApproach=Separate2026.02 | 0.143 | — | |
| RFApproach=Surrogate2026.02 | 0.143 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2, Estimators=82026.02 | 0.153 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2, Estimators=82026.02 | 0.153 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-R, Estimators=82026.02 | 0.153 | — | |
| NN-FryeApproach=Surrogate2026.02 | 0.154 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-R, Estimators=82026.02 | 0.154 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-D, Estimators=82026.02 | 0.155 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-D, Estimators=82026.02 | 0.156 | — | |
| Ctree2026.02 | 0.158 | — | |
| LMApproach=Surrogate2026.02 | 0.165 | 4.4 | |
| TabPFNApproach=Surrogate Augmented, Version=v2, Estimators=12026.02 | 0.166 | — | |
| GAMApproach=Surrogate2026.02 | 0.168 | 21.3 | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-R, Estimators=12026.02 | 0.17 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-D, Estimators=12026.02 | 0.178 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-D, Estimators=12026.02 | 0.182 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-R, Estimators=12026.02 | 0.183 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2, Estimators=12026.02 | 0.186 | — | |
| Independence2026.02 | 0.196 | 38.4 | |
| TabPFNApproach=Surrogate Direct, Version=v2, Estimators=12026.02 | 0.283 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2, Estimators=82026.02 | 0.285 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-D, Estimators=12026.02 | 0.329 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-R, Estimators=12026.02 | 0.404 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-R, Estimators=82026.02 | 0.445 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-D, Estimators=82026.02 | 0.449 | — |