Air Quality Forecasting on USA regional air quality
10.38MAEOmniAir
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OmniAirVariant=Full2026.01 | 10.38 | 18.38 | 41.04 | |
| PM2.5GNN2026.01 | 10.43 | 18.68 | 42.35 | |
| AirPhyNet2026.01 | 10.43 | 18.46 | 41.72 | |
| STID2026.01 | 10.45 | 18.39 | 41.77 | |
| GAGNN2026.01 | 10.47 | 18.58 | 42.27 | |
| GWNet2026.01 | 10.48 | 18.38 | 41.35 | |
| AirDualODE2026.01 | 10.49 | 18.56 | 42.03 | |
| OmniAirVariant=w/o Ext. Feat.2026.01 | 10.52 | 18.56 | 41.52 | |
| AGCRN2026.01 | 10.54 | 18.76 | 41.28 | |
| MTGNN2026.01 | 10.56 | 18.5 | 42.67 | |
| OmniAirVariant=w/o Sem. Graph2026.01 | 10.68 | 18.82 | 42.15 | |
| STGCN2026.01 | 10.75 | 19.01 | 43.71 | |
| Airformer2026.01 | 10.79 | 18.63 | 41.88 | |
| OmniAirVariant=w/o Adap. Sparse2026.01 | 10.79 | 18.95 | 42.56 | |
| StemGNN2026.01 | 10.91 | 18.96 | 44.72 | |
| OmniAirVariant=w/o ISIE2026.01 | 10.95 | 19.18 | 43.12 | |
| OmniAirVariant=w/o Dyn. Graph2026.01 | 11.22 | 19.75 | 44.05 | |
| CauAir2026.01 | 11.67 | 19.55 | 42.34 | |
| Informer2026.01 | 11.69 | 19.26 | 43.85 | |
| Autoformer2026.01 | 11.85 | 19.73 | 44 | |
| LightTS2026.01 | 11.95 | 19.67 | 51.78 | |
| VAR2026.01 | 12.2 | 20.38 | 53.58 | |
| LV2026.01 | 13.44 | 22.7 | 55.31 | |
| GM2026.01 | 13.9 | 23.58 | 66.11 |