PM2.5 prediction on EPA PM2.5 S1 (UAR 50/50)
2.186MAE (µg/m³)PCL
Evaluation results
| Method | Links | |
|---|---|---|
| PCLCategory=Trained location-encoder fusion, λ=0.2, ρ=16, Time/epoch (s)=21.292026.04 | 2.186 | |
| Proxy pretrainingCategory=Frozen location-encoder fusion2026.04 | 2.19 | |
| without PCLCategory=Trained location-encoder fusion, Time/epoch (s)=18.402026.04 | 2.239 | |
| ClimplicitCategory=Frozen location-encoder fusion, Time/epoch (s)=17.522026.04 | 2.286 | |
| GeoCLIPCategory=Frozen location-encoder fusion, Time/epoch (s)=17.552026.04 | 2.36 | |
| Proxy-stacked obs. encoderCategory=Baselines, Time/epoch (s)=16.252026.04 | 2.388 | |
| Obs. encoder onlyCategory=Baselines, Time/epoch (s)=15.852026.04 | 2.428 | |
| Proxy-only regressionCategory=Baselines2026.04 | 3.174 |