ResearchBenchmarksPDE Forecasting on Kuramoto-Sivashinsky (KS) L=66, σ=1.0PDE Forecasting on Kuramoto-Sivashinsky (KS) L=66, σ=1.0Follow0.15Wasserstein DistanceSI0.110960.374480.6380.90152Jun 30, 2026Evaluation resultsMethodMethodLinksWasserstein DistanceSI2026.060.15PDE-TFrollout=one step aheadrollout=one step ahead2026.060.158UNet2026.060.435ResNet2026.060.443PDE-Ttraining=MSEtraining=MSE2026.060.457UNet Mmethod=Monte Carlo dro...method=Monte Carlo dropout2026.061.025UNet Ploss=heteroscedastic G...loss=heteroscedastic Gaussian negative log likelihood2026.061.126