Air Quality Forecasting on KnowAir
7.58MAEOmniAir
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OmniAirForecasting Horizon=18h2026.01 | 7.58 | 11.85 | 42.52 | |
| PM2.5GNNForecasting Horizon=18h2026.01 | 8.12 | 12.81 | 46.75 | |
| STIDForecasting Horizon=18h2026.01 | 8.14 | 12.65 | 48.42 | |
| STGCNForecasting Horizon=18h2026.01 | 8.25 | 12.69 | 46.21 | |
| AirFormerForecasting Horizon=18h2026.01 | 8.26 | 12.68 | 45.49 | |
| AGCRNForecasting Horizon=18h2026.01 | 8.41 | 13.08 | 48.64 | |
| OmniAir2026.01 | 8.43 | 12.77 | 48.31 | |
| OmniAirForecasting Horizon=AVG2026.01 | 8.43 | 12.77 | 48.31 | |
| OmniAirForecasting Horizon=36h2026.01 | 8.51 | 12.86 | 48.45 | |
| PM2.5GNN2026.01 | 9.06 | 14.05 | 54.25 | |
| PM2.5GNNForecasting Horizon=AVG2026.01 | 9.06 | 14.05 | 54.25 | |
| PM2.5GNNForecasting Horizon=36h2026.01 | 9.12 | 14.08 | 52.19 | |
| STGCN2026.01 | 9.18 | 14.02 | 53.86 | |
| STGCNForecasting Horizon=36h2026.01 | 9.18 | 13.82 | 54.02 | |
| STGCNForecasting Horizon=AVG2026.01 | 9.18 | 14.02 | 53.86 | |
| OmniAirForecasting Horizon=72h2026.01 | 9.19 | 13.59 | 53.95 | |
| AirFormer2026.01 | 9.2 | 13.76 | 52.96 | |
| AirFormerForecasting Horizon=AVG2026.01 | 9.2 | 13.76 | 52.96 | |
| AirFormerForecasting Horizon=36h2026.01 | 9.21 | 13.75 | 52.28 | |
| AirPhyNetForecasting Horizon=18h2026.01 | 9.28 | 14.16 | 57.12 | |
| STID2026.01 | 9.33 | 14.06 | 58.98 | |
| STIDForecasting Horizon=AVG2026.01 | 9.33 | 14.06 | 58.98 | |
| STIDForecasting Horizon=36h2026.01 | 9.35 | 14.12 | 58.45 | |
| GWNetForecasting Horizon=18h2026.01 | 9.38 | 13.98 | 56.68 | |
| AGCRN2026.01 | 9.56 | 14.45 | 57.87 | |
| AGCRNForecasting Horizon=AVG2026.01 | 9.56 | 14.45 | 57.87 | |
| AGCRNForecasting Horizon=36h2026.01 | 9.58 | 14.43 | 56.82 | |
| PM2.5GNNForecasting Horizon=72h2026.01 | 9.94 | 15.25 | 63.81 | |
| STGCNForecasting Horizon=72h2026.01 | 10.11 | 15.56 | 61.35 | |
| AirFormerForecasting Horizon=72h2026.01 | 10.12 | 14.86 | 61.12 | |
| GAGNNForecasting Horizon=18h2026.01 | 10.15 | 15.24 | 59.26 | |
| GWNet2026.01 | 10.36 | 15.08 | 63.45 | |
| GWNetForecasting Horizon=AVG2026.01 | 10.36 | 15.08 | 63.45 | |
| STIDForecasting Horizon=72h2026.01 | 10.49 | 15.42 | 70.08 | |
| AirPhyNet2026.01 | 10.52 | 15.74 | 66.27 | |
| AirPhyNetForecasting Horizon=AVG2026.01 | 10.52 | 15.74 | 66.27 | |
| GWNetForecasting Horizon=36h2026.01 | 10.62 | 15.35 | 64.85 | |
| AirPhyNetForecasting Horizon=36h2026.01 | 10.65 | 15.86 | 67.05 | |
| AGCRNForecasting Horizon=72h2026.01 | 10.68 | 15.85 | 68.16 | |
| GWNetForecasting Horizon=72h2026.01 | 11.08 | 15.92 | 68.82 | |
| GAGNN2026.01 | 11.25 | 16.81 | 67.49 | |
| GAGNNForecasting Horizon=AVG2026.01 | 11.25 | 16.81 | 67.49 | |
| AirPhyNetForecasting Horizon=72h2026.01 | 11.62 | 17.21 | 74.65 | |
| GAGNNForecasting Horizon=36h2026.01 | 11.91 | 17.35 | 69.85 | |
| GAGNNForecasting Horizon=72h2026.01 | 12.19 | 19.85 | 73.35 | |
| NEST2026.05 | 14.87 | 22.89 | — | |
| MAGE2026.05 | 15.36 | 23.42 | — | |
| PatchSTG2026.05 | 16.08 | 24.7 | — | |
| Air-DualODE2026.05 | 18.64 | 29.37 | — |