Learning PDE Solution Operators on 1D Diffusion-Reaction
22Mean L2 Rel ErrorSFO
Evaluation results
| Method | Links | |
|---|---|---|
| SFOCategory=Ours2026.01 | 22 | |
| SVD-NOCategory=SVD Kernel2026.01 | 33 | |
| FNOCategory=Fourier2026.01 | 39 | |
| MPNNCategory=Graph (Local)2026.01 | 39 | |
| UNOCategory=Fourier2026.01 | 40 | |
| PINOCategory=PINN, Fourier2026.01 | 43 | |
| DeepONetCategory=DeepONet2026.01 | 61 | |
| PIP2 Net2025.12 | 156.1 | |
| PI-DeepONet2025.12 | 449.1 | |
| POU-DeepONet2025.12 | 510.1 | |
| DeepONet2025.12 | 665.1 | |
| UNetCategory=Neural surrogate2026.01 | 670 |