Attribution Quality of PDE Surrogate Models on Burgers 1D (test)
0.892R-squaredRMSR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RMSRResolution (n)=322026.06 | 0.892 | 0.998 | 0.08 | |
| OperatorSHAPResolution (n)=322026.06 | 0.882 | 0.99 | 0.138 | |
| OperatorSHAPResolution (n)=642026.06 | 0.874 | 0.986 | 0.188 | |
| OperatorSHAPResolution (n)=10242026.06 | 0.874 | 0.907 | 0.472 | |
| OperatorSHAPResolution (n)=2562026.06 | 0.872 | 0.97 | 0.253 | |
| OperatorSHAPResolution (n)=1282026.06 | 0.866 | 0.979 | 0.218 | |
| OperatorSHAPResolution (n)=5122026.06 | 0.865 | 0.955 | 0.347 | |
| RMSRResolution (n)=642026.06 | 0.852 | 0.98 | 0.247 | |
| RMSRResolution (n)=1282026.06 | 0.748 | 0.904 | 0.474 | |
| RMSRResolution (n)=10242026.06 | 0.717 | 0.212 | 1.386 | |
| RMSRResolution (n)=2562026.06 | 0.682 | 0.609 | 0.798 | |
| RMSRResolution (n)=5122026.06 | 0.662 | 0.274 | 1.157 | |
| IGResolution (n)=642026.06 | -0.031 | 0.757 | 0.81 | |
| IGResolution (n)=322026.06 | -0.053 | 0.759 | 0.811 | |
| IGResolution (n)=2562026.06 | -0.064 | 0.748 | 0.813 | |
| IGResolution (n)=1282026.06 | -0.08 | 0.755 | 0.807 | |
| IGResolution (n)=10242026.06 | -0.081 | 0.664 | 0.853 | |
| IGResolution (n)=5122026.06 | -0.127 | 0.721 | 0.826 |