Fluid Dynamics Emulation on Kolmogorov Flow
0MSE (1-step)Adaptive + Proxy UT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Adaptive + Proxy UTSchedule Type=Adaptive, Unrolling steps (U)=1, Training Strategy=Proxy UT2026.04 | 0 | 0 | 11 | — | 0.38 | |
| AdaptiveSchedule Type=Adaptive2026.04 | 0 | 0.0002 | 10.7 | — | 370,000 | |
| U-Net UTUnrolling steps (U)=2, Training Strategy=UT2026.04 | 0 | 0 | 10 | — | 0.91 | |
| PDERefiner2026.04 | 0 | 0.0001 | 10.2 | — | 10.5 | |
| Sigmoid TFSchedule Type=Sigmoid, Training Strategy=TF2026.04 | 0 | 98,100,000 | 9.5 | — | 2,400,000 | |
| Linear TFSchedule Type=Linear, Training Strategy=TF2026.04 | 0 | 0.0003 | 9.7 | — | 210,000 |