Autoregressive PDE rollout on CE-RM (test)
0.0069Final Relative L2 ErrorMemory-Conditioned Flow-Matching
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Memory-Conditioned Flow-MatchingTrain=Downsampled, Sampling=D0.05 (20)2026.02 | 0.0069 | 36.8 | |
| Memory-Conditioned Flow-MatchingTrain=Regular, Sampling=D0.05 (20)2026.02 | 0.0071 | 43.3 | |
| Memory-Conditioned Flow-MatchingTrain=Downsampled, Sampling=S0.10 (10)2026.02 | 0.0102 | 10.3 | |
| Memory-Conditioned Flow-MatchingTrain=Regular, Sampling=S0.10 (10)2026.02 | 0.0104 | 7.3 | |
| Memoryless BaselineTrain=Downsampled, Sampling=D0.05 (20)2026.02 | 0.011 | — | |
| Memory-Conditioned Flow-MatchingTrain=Downsampled, Sampling=Inc (10)2026.02 | 0.0111 | 25.5 | |
| Memoryless BaselineTrain=Regular, Sampling=S0.10 (10)2026.02 | 0.0112 | — | |
| Memoryless BaselineTrain=Downsampled, Sampling=S0.10 (10)2026.02 | 0.0114 | — | |
| Memoryless BaselineTrain=Regular, Sampling=D0.05 (20)2026.02 | 0.0125 | — | |
| Memory-Conditioned Flow-MatchingTrain=Regular, Sampling=Inc (10)2026.02 | 0.0145 | 8 | |
| Memoryless BaselineTrain=Downsampled, Sampling=Inc (10)2026.02 | 0.0148 | — | |
| Memoryless BaselineTrain=Regular, Sampling=Inc (10)2026.02 | 0.0158 | — | |
| Memory-Conditioned Flow-MatchingTrain=Downsampled, Sampling=U0.05 (10)2026.02 | 0.0167 | 0.5 | |
| Memoryless BaselineTrain=Downsampled, Sampling=U0.05 (10)2026.02 | 0.0168 | — | |
| Memory-Conditioned Flow-MatchingTrain=Regular, Sampling=U0.05 (10)2026.02 | 0.0169 | 1.9 | |
| Memoryless BaselineTrain=Regular, Sampling=U0.05 (10)2026.02 | 0.0172 | — |