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Attribution quality of PDE surrogate models on Heat 2D (test)
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1
R^2
OperatorSHAP
0.7764
0.83445
0.8925
0.95055
Jun 26, 2026
R^2
Pearson Correlation
NRMSE
Updated 27d ago
Evaluation Results
Method
Method
Links
R^2
Pearson Correlation
NRMSE
OperatorSHAP
Resolution (n)=64
2026.06
1
1
0.027
OperatorSHAP
Resolution (n)=256
2026.06
1
0.993
0.123
OperatorSHAP
Resolution (n)=1024
2026.06
0.999
0.91
0.422
RMSR
Resolution (n)=64
2026.06
0.971
0.967
0.293
RMSR
Resolution (n)=1024
2026.06
0.951
0.214
1.226
RMSR
Resolution (n)=256
2026.06
0.95
0.711
0.697
IG
Resolution (n)=1024
2026.06
0.905
0.696
0.791
IG
Resolution (n)=256
2026.06
0.884
0.725
0.73
IG
Resolution (n)=64
2026.06
0.785
0.714
0.717
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