Air Quality Forecasting on LargeAQ
13.42MAEOmniAir
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OmniAirForecasting Horizon=6h2026.01 | 13.42 | 21.22 | 42.75 | |
| OmniAir2026.01 | 14.14 | 22.09 | 46.19 | |
| OmniAirForecasting Horizon=AVG2026.01 | 14.14 | 22.09 | 46.19 | |
| OmniAirForecasting Horizon=12h2026.01 | 14.15 | 22.18 | 45.25 | |
| PM2.5GNNForecasting Horizon=6h2026.01 | 14.62 | 22.88 | 50.89 | |
| STGCNForecasting Horizon=6h2026.01 | 14.85 | 23.12 | 51.95 | |
| OmniAirForecasting Horizon=24h2026.01 | 14.86 | 22.88 | 50.58 | |
| GAGNNForecasting Horizon=6h2026.01 | 15.02 | 30.85 | 53.52 | |
| GWNetForecasting Horizon=6h2026.01 | 15.48 | 23.75 | 57.15 | |
| AirFormerForecasting Horizon=6h2026.01 | 15.52 | 23.15 | 56.35 | |
| AGCRNForecasting Horizon=6h2026.01 | 15.75 | 24.62 | 56.45 | |
| STIDForecasting Horizon=6h2026.01 | 15.79 | 24.75 | 58.12 | |
| AirFormer2026.01 | 16.27 | 24.07 | 59.36 | |
| AirFormerForecasting Horizon=AVG2026.01 | 16.27 | 24.07 | 59.36 | |
| AirFormerForecasting Horizon=12h2026.01 | 16.48 | 24.32 | 60.05 | |
| AirFormerForecasting Horizon=24h2026.01 | 16.82 | 24.75 | 61.68 | |
| PM2.5GNN2026.01 | 16.86 | 25.75 | 61.63 | |
| PM2.5GNNForecasting Horizon=AVG2026.01 | 16.86 | 25.75 | 61.63 | |
| AirPhyNetForecasting Horizon=6h2026.01 | 17.02 | 26.28 | 62.08 | |
| PM2.5GNNForecasting Horizon=12h2026.01 | 17.05 | 26.18 | 60.65 | |
| STGCN2026.01 | 17.13 | 26.15 | 62.96 | |
| STGCNForecasting Horizon=AVG2026.01 | 17.13 | 26.15 | 62.96 | |
| STGCNForecasting Horizon=12h2026.01 | 17.48 | 26.72 | 63.65 | |
| AGCRN2026.01 | 17.55 | 26.87 | 65.48 | |
| AGCRNForecasting Horizon=AVG2026.01 | 17.55 | 26.87 | 65.48 | |
| STID2026.01 | 17.65 | 27.05 | 67.7 | |
| STIDForecasting Horizon=AVG2026.01 | 17.65 | 27.05 | 67.7 | |
| GWNet2026.01 | 17.76 | 26.77 | 69.06 | |
| GWNetForecasting Horizon=AVG2026.01 | 17.76 | 26.77 | 69.06 | |
| AGCRNForecasting Horizon=12h2026.01 | 17.95 | 27.38 | 67.12 | |
| STIDForecasting Horizon=12h2026.01 | 18.05 | 27.55 | 69.15 | |
| GWNetForecasting Horizon=12h2026.01 | 18.18 | 27.42 | 70.92 | |
| AirPhyNet2026.01 | 18.92 | 28.72 | 69.62 | |
| AirPhyNetForecasting Horizon=AVG2026.01 | 18.92 | 28.72 | 69.62 | |
| PM2.5GNNForecasting Horizon=24h2026.01 | 18.92 | 28.18 | 73.35 | |
| AGCRNForecasting Horizon=24h2026.01 | 18.95 | 28.62 | 72.88 | |
| STGCNForecasting Horizon=24h2026.01 | 19.05 | 28.62 | 73.28 | |
| STIDForecasting Horizon=24h2026.01 | 19.12 | 28.85 | 75.82 | |
| AirPhyNetForecasting Horizon=12h2026.01 | 19.28 | 29.12 | 71.35 | |
| GWNetForecasting Horizon=24h2026.01 | 19.62 | 29.15 | 79.12 | |
| GAGNNForecasting Horizon=12h2026.01 | 20.28 | 37.15 | 75.02 | |
| AirPhyNetForecasting Horizon=24h2026.01 | 20.45 | 30.75 | 75.42 | |
| GAGNN2026.01 | 22.16 | 39.22 | 74.86 | |
| GAGNNForecasting Horizon=AVG2026.01 | 22.16 | 39.22 | 74.86 | |
| GAGNNForecasting Horizon=24h2026.01 | 31.18 | 49.65 | 96.05 |