PM2.5 Forecasting on Nanjing National (test)
0.03Training Time (s)PDE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PDE2025.12 | 0.03 | 0.001 | |
| AirFormer2025.12 | 11.66 | 0.12 | |
| DeepONet2025.12 | 16.74 | 0.02 | |
| STGNN2025.12 | 17.06 | 0.14 | |
| HMSS2025.12 | 18.4 | 0.98 | |
| AirPhyNet2025.12 | 29.59 | 0.1 | |
| UniST2025.12 | 72.84 | 2.25 | |
| DDPM2025.12 | 114.65 | 32.24 | |
| STeP-Diff2025.12 | 126.17 | 61.51 | |
| CSDI2025.12 | 129.94 | 37.82 | |
| DiffusionPDE2025.12 | 151.62 | 116.14 | |
| Phy-AMPR2025.12 | 168.9 | 2.54 | |
| NeuralODE2025.12 | 177.63 | 0.41 | |
| PINN-Diffusion2025.12 | 187.51 | 77.61 | |
| GinAR2025.12 | 263.34 | 1.12 |