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Fluid Dynamics Emulation on Kuramoto-Sivashinsky

01-step MSEAdaptive + Proxy UT
0000Apr 9, 2026

Evaluation results

MethodLinks
Adaptive + Proxy UTSchedule Type=Adaptive, Unrolling steps (U)=1, Training Strategy=Proxy UT2026.040086.1——
PDERefiner2026.040088——
AdaptiveSchedule Type=Adaptive2026.040085.8——
Sigmoid TFSchedule Type=Sigmoid, Training Strategy=TF2026.040078.4——
U-Net TFBackbone=U-Net, Training Strategy=TF2026.040068.4——
Cosine TFSchedule Type=Cosine, Training Strategy=TF2026.040074.9——