Forward PDE solving on Helmholtz Full Observation
0.0108L2 Relative ErrorFunDPS*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FunDPS*Steps (N)=200, Inference Time=4.722025.12 | 0.0108 | 4.38 | |
| FunDPS*Steps (N)=500, Inference Time=11.782025.12 | 0.0108 | 3.69 | |
| PINO2025.12 | 0.049 | 2.75 | |
| PRISMASteps (N)=50, Inference Time=0.82025.12 | 0.0711 | 2.75 | |
| PRISMASteps (N)=20, Inference Time=0.182025.12 | 0.0812 | 3.81 | |
| DiffusionPDE*Steps (N)=2000, Inference Time=2132025.12 | 0.109 | 5.88 | |
| FNO2025.12 | 0.111 | 5.67 | |
| DeepONet2025.12 | 0.178 | 8.17 | |
| PINNs2025.12 | 0.181 | 9 |