PM2.5 Forecasting on Changshu National (test)
0.03Training Time (s)PDE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PDE2025.12 | 0.03 | 0.001 | |
| AirFormer2025.12 | 7.4 | 0.16 | |
| STGNN2025.12 | 16.46 | 0.17 | |
| DeepONet2025.12 | 16.68 | 0.02 | |
| HMSS2025.12 | 19.2 | 1 | |
| UniST2025.12 | 70.86 | 2.13 | |
| AirPhyNet2025.12 | 84.5 | 0.19 | |
| STeP-Diff2025.12 | 132.73 | 61.01 | |
| DDPM2025.12 | 134.98 | 31.24 | |
| DiffusionPDE2025.12 | 146.25 | 114.21 | |
| CSDI2025.12 | 150.93 | 36.57 | |
| Phy-AMPR2025.12 | 176.6 | 2.41 | |
| NeuralODE2025.12 | 191.04 | 0.71 | |
| PINN-Diffusion2025.12 | 197.61 | 75.12 | |
| GinAR2025.12 | 252.51 | 1.23 |