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Benchmarks
Learning Nonlinear and Non-Periodic Responses on ODEs/PDEs on Duffing Oscillator c=0.5 (test)
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0.0725
Relative Error
GLNO
0.036412
0.280006
0.5236
0.767194
Dec 18, 2025
Relative Error
Updated 4d ago
Evaluation Results
Method
Method
Links
Relative Error
GLNO
Blocks=4, Channels=8
2025.12
0.0725
WNO
Blocks=4, Channels=64
2025.12
0.0987
FNO
Blocks=4, Channels=64
2025.12
0.1362
CNO
Blocks=4, Channels=64
2025.12
0.1424
GLNO
Blocks=1, Channels=8
2025.12
0.4169
LNO
Blocks=1, Channels=8
2025.12
0.8347
LNO
Blocks=4, Channels=8
2025.12
0.9747
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