| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Next-step prediction | Shear Flow (test) | VRMSE0.0055 | 19 | |
| 10-step rollout prediction | Shear Flow | VRMSE0.0375 | 14 | |
| Rollout Prediction | Shear Flow (test) | CRPS0.0031 | 9 | |
| PDE Surrogate Modeling | Shear Flow (test) | VRMSE0.0762 | 5 | |
| Continuum dynamics forecasting | Shear Flow | VRMSE (One-step)0.0012 | 4 | |
| Continuum Dynamics Prediction | Shear Flow | Median VRMSE0.0012 | 4 | |
| Continuum Dynamics Rollout Prediction | Shear Flow T ∈ [21 : 60] | VRMSE0.081 | 4 | |
| Continuum dynamics simulation | shear.flow (full rollout) | Median Spatially-Averaged Temporal W1 Distance0.1224 | 4 | |
| Continuum Dynamics Rollout Prediction | Shear Flow | VRMSE0.0146 | 4 | |
| Physical parameter prediction | shear flow | MSE0.13 | 4 |