Air Quality Forecasting on China regional air quality subset
7.72MAEOmniAir
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OmniAirVariant=Full2026.01 | 7.72 | 14.83 | 24.01 | |
| OmniAirVariant=w/o Ext. Feat.2026.01 | 7.81 | 15.02 | 24.35 | |
| OmniAirVariant=w/o Sem. Graph2026.01 | 7.88 | 15.18 | 24.68 | |
| GWNet2026.01 | 7.91 | 14.85 | 26.1 | |
| OmniAirVariant=w/o Adap. Sparse2026.01 | 7.96 | 15.35 | 24.89 | |
| PM2.5GNN2026.01 | 8 | 15.07 | 25.29 | |
| CauAir2026.01 | 8.02 | 15.39 | 25.56 | |
| OmniAirVariant=w/o ISIE2026.01 | 8.05 | 15.52 | 25.18 | |
| STID2026.01 | 8.1 | 15.14 | 25.86 | |
| AirPhyNet2026.01 | 8.13 | 15.1 | 25.59 | |
| AirDualODE2026.01 | 8.25 | 15.09 | 26.78 | |
| OmniAirVariant=w/o Dyn. Graph2026.01 | 8.28 | 15.95 | 25.85 | |
| Informer2026.01 | 8.58 | 16.02 | 26.42 | |
| GAGNN2026.01 | 8.65 | 15.39 | 27.14 | |
| Airformer2026.01 | 8.75 | 15.74 | 25.52 | |
| MTGNN2026.01 | 8.83 | 15.68 | 28.22 | |
| Autoformer2026.01 | 8.97 | 15.97 | 28.02 | |
| LightTS2026.01 | 9.13 | 16.85 | 26.32 | |
| StemGNN2026.01 | 9.55 | 16.24 | 30.04 | |
| AGCRN2026.01 | 9.6 | 15.87 | 29.56 | |
| STGCN2026.01 | 9.67 | 16.14 | 30.19 | |
| LV2026.01 | 9.68 | 19.43 | 30.12 | |
| VAR2026.01 | 11.14 | 17.78 | 38.11 | |
| GM2026.01 | 17.33 | 23.99 | 60.82 |