Conditional Shapley value estimation on Wine M=11
0.071MSEvRF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RFApproach=Separate2026.02 | 0.071 | — | |
| CatBoostApproach=Separate2026.02 | 0.082 | — | |
| RFApproach=Surrogate2026.02 | 0.085 | — | |
| Empirical2026.02 | 0.088 | — | |
| VAEAC2026.02 | 0.093 | — | |
| Ctree2026.02 | 0.102 | — | |
| Copula2026.02 | 0.107 | — | |
| CatBoostApproach=Surrogate2026.02 | 0.108 | — | |
| GH2026.02 | 0.109 | — | |
| Gaussian2026.02 | 0.118 | — | |
| GAMApproach=Separate2026.02 | 0.124 | — | |
| PPRApproach=Separate2026.02 | 0.129 | — | |
| TabPFNApproach=Separate, Version=v2.5-R, Estimators=82026.02 | 0.129 | — | |
| TabPFNApproach=Separate, Version=v2.5-R, Estimators=12026.02 | 0.13 | — | |
| NN-OlsenApproach=Surrogate2026.02 | 0.13 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-R, Estimators=82026.02 | 0.139 | — | |
| TabPFNApproach=Separate, Version=v2.5-D, Estimators=12026.02 | 0.142 | — | |
| TabPFNApproach=Separate, Version=v2, Estimators=82026.02 | 0.144 | — | |
| Independence2026.02 | 0.145 | — | |
| TabPFNApproach=Separate, Version=v2, Estimators=12026.02 | 0.145 | — | |
| TabPFNApproach=Separate, Version=v2.5-D, Estimators=82026.02 | 0.145 | — | |
| GAMApproach=Surrogate2026.02 | 0.145 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-R, Estimators=82026.02 | 0.145 | — | |
| LMApproach=Separate2026.02 | 0.146 | 4.6 | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-D, Estimators=82026.02 | 0.148 | — | |
| PPRApproach=Surrogate2026.02 | 0.149 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-D, Estimators=82026.02 | 0.15 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2, Estimators=82026.02 | 0.151 | — | |
| LMApproach=Surrogate2026.02 | 0.162 | 25.9 | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2, Estimators=82026.02 | 0.168 | — | |
| NN-FryeApproach=Surrogate2026.02 | 0.17 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2, Estimators=12026.02 | 0.174 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2, Estimators=12026.02 | 0.176 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-R, Estimators=12026.02 | 0.182 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-R, Estimators=12026.02 | 0.185 | — | |
| TabPFNApproach=Surrogate Augmented Coalesced, Version=v2.5-D, Estimators=12026.02 | 0.185 | — | |
| TabPFNApproach=Surrogate Augmented, Version=v2.5-D, Estimators=12026.02 | 0.187 | — | |
| Burr2026.02 | 0.202 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-D, Estimators=12026.02 | 0.226 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-R, Estimators=82026.02 | 0.229 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2, Estimators=82026.02 | 0.232 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2, Estimators=12026.02 | 0.237 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-R, Estimators=12026.02 | 0.237 | — | |
| TabPFNApproach=Surrogate Direct, Version=v2.5-D, Estimators=82026.02 | 0.245 | — |