PDE solving on Navier-Stokes 2D (test)
0.0479Relative MSE LossDynFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| DynFormerModel Variant=Large, Peak GPU memory (GB)=24.6, Number of Parameters=110.7K, Averaged training time (s/epoch)=17.22026.03 | 0.0479 | |
| DynFormerModel Variant=Medium, Peak GPU memory (GB)=13.3, Number of Parameters=57.9K, Averaged training time (s/epoch)=12.82026.03 | 0.0503 | |
| DynFormerModel Variant=Tiny, Peak GPU memory (GB)=6.9, Number of Parameters=15.1K, Averaged training time (s/epoch)=12.92026.03 | 0.0966 | |
| TransolverModel Variant=Large, Peak GPU memory (GB)=23.5, Number of Parameters=95.8K, Averaged training time (s/epoch)=18.62026.03 | 0.127 | |
| FactFormerModel Variant=Large, Peak GPU memory (GB)=23.7, Number of Parameters=202.6K, Averaged training time (s/epoch)=16.12026.03 | 0.141 | |
| TransolverModel Variant=Tiny, Peak GPU memory (GB)=8.0, Number of Parameters=22.0K, Averaged training time (s/epoch)=10.92026.03 | 0.151 | |
| FactFormerModel Variant=Medium, Peak GPU memory (GB)=14.8, Number of Parameters=99.2K, Averaged training time (s/epoch)=13.52026.03 | 0.152 | |
| FactFormerModel Variant=Tiny, Peak GPU memory (GB)=7.6, Number of Parameters=25.3K, Averaged training time (s/epoch)=12.32026.03 | 0.185 | |
| TransolverModel Variant=Medium, Peak GPU memory (GB)=13.9, Number of Parameters=42.9K, Averaged training time (s/epoch)=13.82026.03 | 0.192 | |
| ONOModel Variant=Large, Peak GPU memory (GB)=23.8, Number of Parameters=38.7K, Averaged training time (s/epoch)=21.92026.03 | 0.793 | |
| BreedStrategy=Breed2026.06 | 0.93 | |
| OFormerModel Variant=Large, Peak GPU memory (GB)=24.9, Number of Parameters=33.5K, Averaged training time (s/epoch)=17.42026.03 | 0.972 | |
| ONOModel Variant=Medium, Peak GPU memory (GB)=14.0, Number of Parameters=17.3K, Averaged training time (s/epoch)=16.32026.03 | 0.978 | |
| OFormerModel Variant=Medium, Peak GPU memory (GB)=13.6, Number of Parameters=11.6K, Averaged training time (s/epoch)=13.82026.03 | 0.986 | |
| OFormerModel Variant=Tiny, Peak GPU memory (GB)=7.1, Number of Parameters=3.0K, Averaged training time (s/epoch)=12.42026.03 | 0.991 | |
| GNOTModel Variant=Large, Peak GPU memory (GB)=23.8, Number of Parameters=16.4K, Averaged training time (s/epoch)=28.12026.03 | 0.994 | |
| GNOTModel Variant=Tiny, Peak GPU memory (GB)=7.5, Number of Parameters=3.8K, Averaged training time (s/epoch)=11.12026.03 | 0.996 | |
| GNOTModel Variant=Medium, Peak GPU memory (GB)=14.0, Number of Parameters=7.3K, Averaged training time (s/epoch)=16.82026.03 | 0.999 | |
| ONOModel Variant=Tiny, Peak GPU memory (GB)=8.2, Number of Parameters=8.5K, Averaged training time (s/epoch)=13.22026.03 | 0.999 | |
| SBALStrategy=SBAL2026.06 | 1.02 | |
| OGAS-UStrategy=OGAS-U2026.06 | 1.03 | |
| SobolStrategy=Sobol2026.06 | 1.04 | |
| OGAS-LStrategy=OGAS-L2026.06 | 1.05 | |
| Top-KStrategy=Top-K2026.06 | 1.06 |