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Benchmarks
Inverse PDE Problem Solving on Heat-3D
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1
Success Rate
D-IPG
-0.04
0.23
0.5
0.77
May 13, 2026
Success Rate
Median Iterations
Mean RMSE
Mean Time (s)
Mean Final RJCP
Updated 2mo ago
Evaluation Results
Method
Method
Links
Success Rate
Median Iterations
Mean RMSE
Mean Time (s)
Mean Final RJCP
D-IPG
Ablation=+JCP
2026.05
1
5
0.0635
0.0332
0.1812
D-IPG
Ablation=-JCP
2026.05
1
5
0.0577
0.0303
0.5909
LM
2026.05
1
6
0.0644
0.8163
-
GN
2026.05
0.2875
7
0.3337
1.1492
-
Gradient Descent
2026.05
0
80
0.1242
0.3372
-
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