ResearchBenchmarksPDE Forecasting on Kuramoto-Sivashinsky (KS) L=22, σ=2.0Follow0.514Wasserstein DistanceSI0.283281.840643.3984.95536Jun 30, 2026Evaluation ResultsMethodMethodLinksWasserstein DistanceSI2026.060.514PDE-TFrollout=one step aheadrollout=one step ahead2026.060.573UNet2026.061.229ResNet2026.061.366UNet Mmethod=Monte Carlo dro...method=Monte Carlo dropout2026.062.118UNet Ploss=heteroscedastic G...loss=heteroscedastic Gaussian negative log likelihood2026.062.801PDE-Ttraining=MSEtraining=MSE2026.066.282