Sensor-holdout reconstruction on Pollution PM10 PM2.5 (sensor-holdout)
80.76PM10 RMSEImputeFormer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ImputeFormer2025.10 | 80.76 | 47.09 | 38.93 | 21.15 | |
| Senseiver2025.10 | 86.51 | 50.6 | 39.84 | 22.77 | |
| FieldFormer2025.10 | 115 | 69.63 | 45.95 | 26.76 | |
| Fourier-MLP2025.10 | 121.7 | 82.31 | 67.77 | 42.41 | |
| SIREN2025.10 | 149.4 | 103.6 | 82.73 | 54.26 | |
| SVGP2025.10 | 166.5 | 122 | 99.17 | 68.2 | |
| RecFNO2025.10 | 170.9 | 127.4 | 75.75 | 52.74 |