PDE Solving on Cahn-Hilliard (long rollout)
0.254Rel L2 ErrorDiffusionRollout
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DiffusionRolloutSolver category=Diffusion-Based Neural Solvers2026.02 | 0.254 | 62.6 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=32026.02 | 0.267 | 55.8 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=22026.02 | 0.275 | 54.3 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=42026.02 | 0.275 | 54.1 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=52026.02 | 0.28 | 53.1 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=12026.02 | 0.285 | 51.4 | |
| PDE-RefinerSolver category=Diffusion-Based Neural Solvers, Rollout step size (s)=62026.02 | 0.289 | 47.5 | |
| FactFormerSolver category=Regression-Based Neural Solvers2026.02 | 0.374 | 36.4 | |
| TransolverSolver category=Regression-Based Neural Solvers2026.02 | 0.388 | 30.9 | |
| FNOSolver category=Regression-Based Neural Solvers2026.02 | 0.45 | 25.6 | |
| WDNOSolver category=Diffusion-Based Neural Solvers2026.02 | 0.567 | 6.9 |