Neural PDE Solving on Laser Heat
17.6MSEDGNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DGNetApproach=discrete Green's function embedding2026.03 | 17.6 | 1.02 | |
| DGNetTraining Regime=limited-trajectory2026.03 | 17.6 | 1.02 | |
| BENOTraining Regime=limited-trajectory2026.03 | 1,950 | 10.71 | |
| DeepONetTraining Regime=limited-trajectory2026.03 | 2,480 | 12.08 | |
| AMG (Harnessing)Architecture=graph-based architecture2026.03 | 2,960 | 18.31 | |
| MP-PDETraining Regime=limited-trajectory2026.03 | 3,880 | 15.1 | |
| MGNTraining Regime=limited-trajectory2026.03 | 4,980 | 17.11 | |
| TransolverArchitecture=Transformer architecture2026.03 | 5,720 | 17.85 | |
| PhyMPGNTraining Regime=limited-trajectory2026.03 | 6,780 | 19.98 | |
| SINGERArchitecture=multi-scale architecture2026.03 | 9,580 | 25.04 |