PDE Solving on Heat2D-CG
0.2316Relative L2 ErrorChebyshev Center-Based Direction Selection
Evaluation results
| Method | Links | |
|---|---|---|
| Chebyshev Center-Based Direction Selection2026.05 | 0.2316 | |
| HARMONIC2026.05 | 0.2361 | |
| ConFIG2026.05 | 0.2401 | |
| PCGrad2026.05 | 0.4185 | |
| MGDA2026.05 | 0.937 | |
| LRA2026.05 | 0.9999 | |
| IMTL-G2026.05 | 1.0099 | |
| MSAT (no physics)Time (s)=342026.05 | 1.01 | |
| MSAT (physics)Time (s)=1882026.05 | 1.01 | |
| Mamba-NOTime (s)=120,8122026.05 | 2.09 | |
| Vanilla PINNTime (s)=6312026.05 | 2.54 | |
| ReLoBRaLo2026.05 | 2.615 | |
| Adam2026.05 | 2.9813 | |
| RAR2026.05 | 3.27 | |
| FNOTime (s)=6342026.05 | 3.79 | |
| GNOTTime (s)=6,5732026.05 | 11.7 | |
| PINN-LRATime (s)=2,5272026.05 | 13 | |
| DeepONetTime (s)=2,5202026.05 | 37.3 |