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Benchmarks
PDE Inverse Problem on Advection-Diffusion-2D (full)
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1
SR
D-IPG
-0.04
0.23
0.5
0.77
May 13, 2026
SR
RMSE
Median Iterations
Mean Time (s)
Mean Final RJCP
Updated 2mo ago
Evaluation Results
Method
Method
Links
SR
RMSE
Median Iterations
Mean Time (s)
Mean Final RJCP
D-IPG
JCP=true, median iters...
2026.05
1
0.0547
-
-
-
D-IPG
JCP=false
2026.05
1
-
-
-
-
D-IPG
Ablation=+JCP
2026.05
1
0.0547
7
0.1596
0.9881
D-IPG
Ablation=-JCP
2026.05
1
0.0505
6
0.1533
1.231
LM
Best baseline=true
2026.05
0.6875
0.0879
-
-
-
LM
2026.05
0.6875
0.0879
12
3.1618
-
L-BFGS
2026.05
0.375
0.1467
84
0.974
-
GN
2026.05
0.05
0.1608
14
7.3199
-
Gradient Descent
2026.05
0
0.2929
80
1.5733
-
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