Air Quality Prediction on US-PM original (test)
3.53MAEAirDDE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AirDDECategory=Ours2026.03 | 3.53 | 4.87 | 10.94 | |
| PDFormerCategory=Attentions, Year=20232026.03 | 3.81 | 5.36 | 11.67 | |
| MegaCRNCategory=STGNNs, Year=20232026.03 | 3.85 | 5.41 | 11.72 | |
| AirFormerCategory=Attentions, Year=20232026.03 | 3.9 | 5.37 | 11.55 | |
| AirDualODECategory=NODEs, Year=20252026.03 | 3.98 | 5.41 | 11.86 | |
| STMFormerCategory=Attentions, Year=20252026.03 | 4.22 | 6.05 | 12.69 | |
| SGODECategory=NODEs, Year=20242026.03 | 4.22 | 5.59 | 12.76 | |
| GAGNNCategory=STGNNs, Year=20232026.03 | 4.32 | 6.53 | 12.43 | |
| STG-NCDECategory=NODEs, Year=20222026.03 | 4.37 | 6.62 | 13.12 | |
| STDDECategory=NODEs, Year=20242026.03 | 4.44 | 6.57 | 12.96 | |
| STGODECategory=NODEs, Year=20212026.03 | 4.56 | 6.71 | 13.01 | |
| MTGNNCategory=STGNNs, Year=20202026.03 | 4.63 | 7.03 | 12.85 | |
| iTransformerCategory=Attentions, Year=20242026.03 | 4.67 | 7.33 | 12.88 | |
| AirPhyNetCategory=NODEs, Year=20242026.03 | 4.79 | 6.8 | 13.1 | |
| ASTGCNCategory=STGNNs, Year=20192026.03 | 4.86 | 7.53 | 12.93 | |
| PM25GNNCategory=STGNNs, Year=20202026.03 | 5.24 | 7.86 | 13.43 | |
| HimNetCategory=STGNNs, Year=20242026.03 | 5.28 | 7.79 | 13.28 | |
| CorrformerCategory=Attentions, Year=20232026.03 | 5.95 | 7.71 | 14.37 | |
| STGCNCategory=STGNNs, Year=20182026.03 | 6.99 | 8.81 | 14.72 | |
| DCRNNCategory=STGNNs, Year=20182026.03 | 7.49 | 9.72 | 15.85 |