ResearchBenchmarksPDE Forecasting on Kuramoto-Sivashinsky (KS) L=66, σ=0.5Follow0.13Wasserstein DistanceSI0.102960.285480.4680.65052Jun 30, 2026Evaluation ResultsMethodMethodLinksWasserstein DistanceSI2026.060.13PDE-TFrollout=one step aheadrollout=one step ahead2026.060.148ResNet2026.060.161UNet2026.060.172PDE-Ttraining=MSEtraining=MSE2026.060.267UNet Ploss=heteroscedastic G...loss=heteroscedastic Gaussian negative log likelihood2026.060.749UNet Mmethod=Monte Carlo dro...method=Monte Carlo dropout2026.060.806