Time Series Forecasting on Traffic (MSE at H=24, 48, 96, 192)
0.6846MSE (H=24)Phys-JEPA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Phys-JEPAPhysics Constraint=Full2026.06 | 0.6846 | 0.7265 | 0.7703 | 0.7739 | |
| Baseline2026.06 | 0.7035 | 0.7493 | 0.8178 | 0.8008 | |
| Phys-JEPA-StaticAblation=Static-only physics2026.06 | 0.7123 | 0.7446 | 0.7841 | 0.7933 | |
| JEPA2026.06 | 0.7318 | 0.7764 | 0.7909 | 0.8055 |