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Learning PDE Solution Operators on 1D Diffusion-Sorption
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1.08
Mean L2 Relative Error
SFO
0.6318
3.65715
6.6825
9.70785
Jan 23, 2026
Mean L2 Relative Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
Mean L2 Relative Error
SFO
Category=Ours
2026.01
1.08
SVD-NO
Category=SVD Kernel
2026.01
1.09
FNO
Category=Fourier
2026.01
1.09
PINO
Category=PINN, Fourier
2026.01
1.09
UNO
Category=Fourier
2026.01
1.1
DeepONet
Category=DeepONet
2026.01
1.14
MPNN
Category=Graph (Local)
2026.01
2.86
UNet
Category=Neural surrogate
2026.01
12.285
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