Attribution quality of PDE surrogate models on Heat 2D (test)
1R^2OperatorSHAP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OperatorSHAPResolution (n)=642026.06 | 1 | 1 | 0.027 | |
| OperatorSHAPResolution (n)=2562026.06 | 1 | 0.993 | 0.123 | |
| OperatorSHAPResolution (n)=10242026.06 | 0.999 | 0.91 | 0.422 | |
| RMSRResolution (n)=642026.06 | 0.971 | 0.967 | 0.293 | |
| RMSRResolution (n)=10242026.06 | 0.951 | 0.214 | 1.226 | |
| RMSRResolution (n)=2562026.06 | 0.95 | 0.711 | 0.697 | |
| IGResolution (n)=10242026.06 | 0.905 | 0.696 | 0.791 | |
| IGResolution (n)=2562026.06 | 0.884 | 0.725 | 0.73 | |
| IGResolution (n)=642026.06 | 0.785 | 0.714 | 0.717 |