| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Next-step prediction | Turbulent Radiative Layer 2D (test) | VRMSE0.133 | 19 | |
| PDE System Rollout Forecasting | Turbulent Radiative Layer 2D | VRMSE (Rollouts 01-32)0.544 | 13 | |
| PDE Emulation | Turbulent Radiative Layer 2D | Spectral Coherence RMSE0.148 | 11 | |
| Spectral Coherence Estimation | Turbulent Radiative Layer 2D | Low Frequency Spectral Coherence RMSE0.129 | 11 | |
| Autoregressive Rollout | Turbulent Radiative Layer 2D | CRPS (Rollout 01:32)0.415 | 11 | |
| 10-step rollout PDE surrogate modeling | Turbulent Radiative Layer 2D | 10-step Rollout Performance0.373 | 8 | |
| 10-step rollout prediction | Turbulent Radiative Layer 2D (TRL-2D) | VRMSE0.373 | 6 | |
| PDE Surrogate Modeling | Turbulent Radiative Layer 2D (test) | VRMSE0.458 | 5 |