Learning PDE Solution Operators on 3D Maxwell
0.4085Mean L2 Relative ErrorSFO
Evaluation Results
| Method | Links | |
|---|---|---|
| SFOCategory=Ours2026.01 | 0.4085 | |
| FNOCategory=Fourier2026.01 | 0.5032 | |
| UNOCategory=Fourier2026.01 | 0.5041 | |
| PINOCategory=PINN, Fourier2026.01 | 0.5608 | |
| SVD-NOCategory=SVD Kernel2026.01 | 0.6356 | |
| UNetCategory=Neural surrogate2026.01 | 0.6369 | |
| MPNNCategory=Graph (Local)2026.01 | 0.7445 | |
| DeepONetCategory=DeepONet2026.01 | 0.8612 |