PDE Solving on Gray-Scott long rollout
0.391Relative L2 ErrorDiffusionRollout
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DiffusionRolloutSolver category=Diffusion-Based Neural Solvers2026.02 | 0.391 | 31.1 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=22026.02 | 0.406 | 30.7 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=12026.02 | 0.409 | 30.4 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=32026.02 | 0.416 | 30.3 | |
| TransolverSolver category=Regression-Based Neural Solvers2026.02 | 0.43 | 26.4 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=42026.02 | 0.431 | 29.3 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=52026.02 | 0.443 | 28.5 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=62026.02 | 0.462 | 27.5 | |
| FactFormerSolver category=Regression-Based Neural Solvers2026.02 | 0.62 | 18.7 | |
| FNOSolver category=Regression-Based Neural Solvers2026.02 | 0.652 | 4.2 | |
| WDNOSolver category=Diffusion-Based Neural Solvers2026.02 | 0.792 | 2.2 |