ResearchBenchmarksNon-stationary PDE rollout prediction on E1 1D Burgers (test)Non-stationary PDE rollout prediction on E1 1D Burgers (test)Follow0.0002MSETF-SNO-0.0013560.0093520.020060.030768Jun 19, 2026Evaluation resultsMethodMethodLinksMSEL2 ErrorH1 ErrorTF-SNO2026.060.00020.03160.048U-NO2026.060.00030.03830.0431FINO2026.060.00070.05190.0671DeepONet2026.060.00220.09110.1701FNO2026.060.00260.10170.1172WNO2026.060.00410.12890.157PINO2026.060.03990.42020.5062