ResearchBenchmarksPDE Rollout Prediction on 2D Shallow Water Equations (SWE) random initial conditionPDE Rollout Prediction on 2D Shallow Water Equations (SWE) random initial conditionFollow1.1Rollout MSEPHNN0.81162.75834.7056.6517Mar 6, 2026Evaluation resultsMethodMethodLinksRollout MSEPHNNResolution=HighResolution=High2026.031.1FS-HNNResolution=HighResolution=High2026.031.36FS-HNNResolution=Com.Resolution=Com.2026.031.4FS-HNNResolution=LowResolution=Low2026.032.73FNOResolution=HighResolution=High2026.032.75FS-HNNResolution=MedResolution=Med2026.038.31