ResearchBenchmarksNon-stationary PDE rollout prediction on E3 8D controllerNon-stationary PDE rollout prediction on E3 8D controllerFollow0.0102MSETF-SNO0.00050.0659750.131450.196925Jun 19, 2026Evaluation resultsMethodMethodLinksMSEL2 ErrorH1 ErrorTF-SNO2026.060.01020.1620.1748FINO2026.060.01390.1980.2196U-NO2026.060.02480.23790.2516FNO2026.060.09370.57840.6004PINO2026.060.11050.44530.4746WNO2026.060.14550.55840.6163DeepONet2026.060.25271.49231.5413