TRL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| PDE Emulation | TRL t_cool=0.10 | CRPS0.808 | 11 | |
| PDE Emulation | TRL t_cool=0.06 | CRPS1.038 | 11 | |
| PDE Emulation | TRL t_cool=0.03 | CRPS1.031 | 11 | |
| Continuum dynamics forecasting | TRL 2D | VRMSE (One-step)0.0831 | 4 | |
| Continuum Dynamics Rollout Prediction | TRL 2D (T ∈ [21 : 60]) | VRMSE0.8441 | 4 | |
| Continuum Dynamics Rollout Prediction | TRL 2D | VRMSE0.3393 | 4 | |
| Inference Performance Profiling | TRL | Wall Clock (s)198.1 | 3 | |
| Continuum dynamics forecasting | TRL 3D | VRMSE (One-step)0.1588 | 2 | |
| Continuum Dynamics Rollout Prediction | TRL 3D T ∈ [21 : 60] | VRMSE0.7893 | 2 | |
| Continuum Dynamics Rollout Prediction | TRL 3D | VRMSE0.5216 | 2 | |
| PDE Emulation | TRL (Turbulent Radiative Layer 2D) | Inference Speedup (vs FMpixel)1.25 | 2 | |
| Rollout simulation | TRL | CRPS0.875 | 2 |
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