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Benchmarks
Solving Time-Dependent PDEs on Allen-Cahn
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Relative L2 Error
TINN
-0.140396
0.807303
1.755002
2.702701
Jan 28, 2026
Feb 16, 2026
Mar 7, 2026
Mar 26, 2026
Apr 14, 2026
May 3, 2026
May 22, 2026
Relative L2 Error
IMP Accumulation Score
IMP Accumulation Value
Updated 8d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
IMP Accumulation Score
IMP Accumulation Value
TINN
Time=0.78hr, # Params....
2026.01
0
-
-
PirateNet SOAP
Time=1.50hr, # Params....
2026.01
0
-
2.2
CoPINN*
Time=0.80hr, # Params....
2026.01
0.0001
-
33
PIG
2026.05
0.0015
-
-
PILIR
2026.05
0.0326
-
-
PIXEL
2026.05
0.102
-
-
Wavelet
2026.05
0.347
-
-
PINN
Time=0.95hr, # Params....
2026.01
0.465
-
121,000
PINN
2026.05
0.521
-
-
PirateNet
Params=1,916,041
2026.05
1.38
-
-
beignet
Params=411,938
2026.05
1.52
-
-
JAX-PI
Params=396,930
2026.05
3.51
-
-
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