| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PeMS08 (test) | GiFlow | MAE12.66 | 24 | 1mo ago | |
| AQI | GiFlow | MAE13.74 | 13 | 1mo ago | |
| Air-36 | GiFlow | MAE14.76 | 13 | 1mo ago | |
| AQI point missing, ρ=20% | GiFlow | MAE7.83 | 13 | 1mo ago | |
| Air-36 point missing, ρ=20% | GiFlow | MAE9.54 | 13 | 1mo ago | |
| Synthetic Dataset σ = 0.3 (test) | GiFlow | MAE0.34 | 7 | 1mo ago | |
| Synthetic Dataset σ = 0.1 (test) | GiFlow | MAE0.23 | 7 | 1mo ago | |
| AQI36 Simulated failures | MPGRU | MAE11.313 | 4 | 1mo ago | |
| AQI Simulated failures | GRIN | MAE13.573 | 4 | 1mo ago | |
| PEMS-BAY Point missing | GRIN | MAE0.615 | 4 | 1mo ago | |
| METR-LA Point missing | GRIN | MAE1.761 | 4 | 1mo ago | |
| PEMS-08 Block missing | GRIN | MAE13.43 | 4 | 1mo ago | |
| PEMS-07 | GRIN | MAE14.185 | 4 | 1mo ago | |
| PEMS-04 Block missing | GRIN | MAE17.55 | 4 | 1mo ago | |
| PEMS-03 Block missing | GRIN | MAE10.142 | 4 | 1mo ago | |
| PEMS-BAY Block missing | GRIN | MAE1.007 | 4 | 1mo ago | |
| METR-LA Block missing | GRIN | MAE1.849 | 4 | 1mo ago |
