| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| 2D Shallow Water | FNO | Mean L2 Relative Error0.1657 | 20 | 4d ago | |
| 1D Diffusion-Reaction | SFO | Mean L2 Rel Error22 | 12 | 4d ago | |
| Allen-Cahn 1D | SFO | Mean L2 Relative Error0.05 | 12 | 4d ago | |
| 3D Maxwell | SFO | Mean L2 Relative Error0.4085 | 8 | 4d ago | |
| 1D Cahn-Hilliard | SFO | Mean L2 Relative Error0.08 | 8 | 4d ago | |
| 1D Diffusion-Sorption | SFO | Mean L2 Relative Error1.08 | 8 | 4d ago | |
| 3D Maxwell | UNO | Training Time (s)34.95 | 7 | 4d ago | |
| 2D Shallow Water | FNO | Training Time per Epoch (s)13.77 | 7 | 4d ago | |
| 1D Cahn-Hilliard | FNO | Training Time per Epoch (s)1.65 | 7 | 4d ago | |
| 1D Diffusion-Reaction | FNO | Training Time per Epoch (s)1.65 | 7 | 4d ago | |
| 1D Diffusion-Sorption | FNO | Training Time per Epoch (s)1.48 | 7 | 4d ago | |
| 1D Allen-Cahn | DeepONet | Training Time (s)1.09 | 7 | 4d ago | |
| 3D PDEs | SFO | Avg Parameters119,304 | 6 | 4d ago | |
| 2D PDEs | SFO | Average Parameters406,053 | 6 | 4d ago | |
| 1D PDEs | SFO | Avg Learnable Parameters283,413 | 6 | 4d ago |
