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Learning PDE Solution Operators on Allen-Cahn 1D
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0.05
Mean L2 Relative Error
SFO
-2.7052
15.8924
34.49
53.0876
Dec 17, 2025
Dec 23, 2025
Dec 29, 2025
Jan 4, 2026
Jan 10, 2026
Jan 16, 2026
Jan 23, 2026
Mean L2 Relative Error
Updated 4d ago
Evaluation Results
Method
Method
Links
Mean L2 Relative Error
SFO
Category=Ours
2026.01
0.05
SVD-NO
Category=SVD Kernel
2026.01
0.07
FNO
Category=Fourier
2026.01
0.08
PINO
Category=PINN, Fourier
2026.01
0.08
UNO
Category=Fourier
2026.01
0.3
MPNN
Category=Graph (Local)
2026.01
0.33
PIP2 Net
Architectures=seven-la...
2025.12
1.481
PI-DeepONet
Architectures=seven-la...
2025.12
2.541
POU-DeepONet
Architectures=seven-la...
2025.12
7.751
DeepONet
Architectures=seven-la...
2025.12
8.101
DeepONet
Category=DeepONet
2026.01
16.53
UNet
Category=Neural surrogate
2026.01
68.93
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