ResearchBenchmarksPDE Forecasting on Kuramoto-Sivashinsky (KS) L=22, σ=0.5Follow0.188Wasserstein DistanceSI0.156560.368780.5810.79322Jun 30, 2026Evaluation ResultsMethodMethodLinksWasserstein DistanceSI2026.060.188PDE-TFrollout=one step aheadrollout=one step ahead2026.060.212UNet2026.060.221PDE-Ttraining=MSEtraining=MSE2026.060.253ResNet2026.060.296UNet Mmethod=Monte Carlo dro...method=Monte Carlo dropout2026.060.816UNet Ploss=heteroscedastic G...loss=heteroscedastic Gaussian negative log likelihood2026.060.974