Model Explanation Alignment on Synthetic
0.107RMSE (Validation)Full CUBE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Full CUBEFeat.=8, Queries=2562025.09 | 0.107 | 0 | 0 | 100 | 100 | 1 | |
| Frac CUBEFeat.=8, Queries=642025.09 | 0.107 | 0.007 | 0.006 | 100 | 100 | 0.713 | |
| ShapleyFeat.=8, Queries=2562025.09 | 0.107 | 0.401 | 0.077 | 100 | 100 | 0.781 | |
| PDPFeat.=8, Queries=163842025.09 | 0.107 | 0.032 | 0.004 | 100 | 100 | 0.635 | |
| ALEFeat.=8, Queries=163842025.09 | 0.107 | 0.039 | 0.01 | 100 | 100 | 0.656 | |
| LIME-IntFeat.=8, Queries=5122025.09 | 0.107 | 0.02 | 0.028 | 95.8 | 100 | 0.628 |