Air Quality Forecasting on Europe regional air quality
11.7MAEOmniAir
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OmniAirVariant=Full2026.01 | 11.7 | 19.73 | 40.71 | |
| OmniAirVariant=w/o Ext. Feat.2026.01 | 11.89 | 20.05 | 41.28 | |
| STID2026.01 | 11.9 | 20.27 | 43.6 | |
| Airformer2026.01 | 11.93 | 21.31 | 43.53 | |
| OmniAirVariant=w/o Sem. Graph2026.01 | 12.05 | 20.38 | 41.95 | |
| CauAir2026.01 | 12.17 | 20.51 | 42.34 | |
| OmniAirVariant=w/o Adap. Sparse2026.01 | 12.18 | 20.62 | 42.35 | |
| GWNet2026.01 | 12.21 | 21.33 | 45.53 | |
| AirPhyNet2026.01 | 12.26 | 21.55 | 46 | |
| AirDualODE2026.01 | 12.3 | 21.65 | 45.55 | |
| OmniAirVariant=w/o ISIE2026.01 | 12.35 | 20.92 | 42.88 | |
| AGCRN2026.01 | 12.45 | 21.44 | 47.69 | |
| PM2.5GNN2026.01 | 12.54 | 22.05 | 47.76 | |
| GAGNN2026.01 | 12.61 | 21.83 | 46.65 | |
| OmniAirVariant=w/o Dyn. Graph2026.01 | 12.72 | 21.58 | 43.82 | |
| MTGNN2026.01 | 13 | 25.08 | 56.34 | |
| StemGNN2026.01 | 13.23 | 22.24 | 53.45 | |
| LightTS2026.01 | 13.3 | 22.63 | 46.69 | |
| Autoformer2026.01 | 13.7 | 22.37 | 50.05 | |
| Informer2026.01 | 14.23 | 22.36 | 46.82 | |
| VAR2026.01 | 14.24 | 22.57 | 49.49 | |
| LV2026.01 | 14.32 | 23.98 | 51.64 | |
| STGCN2026.01 | 14.34 | 25.47 | 48.25 | |
| GM2026.01 | 23.5 | 57.53 | 112.97 |