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Learning PDE Solution Operators on 1D Cahn-Hilliard
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0.08
Mean L2 Relative Error
SFO
-2.9892
17.7279
38.445
59.1621
Jan 23, 2026
Mean L2 Relative Error
Updated 4d ago
Evaluation Results
Method
Method
Links
Mean L2 Relative Error
SFO
Category=Ours
2026.01
0.08
FNO
Category=Fourier
2026.01
0.13
PINO
Category=PINN, Fourier
2026.01
0.16
SVD-NO
Category=SVD Kernel
2026.01
0.47
UNO
Category=Fourier
2026.01
0.56
MPNN
Category=Graph (Local)
2026.01
0.59
DeepONet
Category=DeepONet
2026.01
8.86
UNet
Category=Neural surrogate
2026.01
76.81
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