ResearchBenchmarksPDE Rollout Prediction on 2D Shallow Water Equations (SWE) Gaussian-pulse initial conditionPDE Rollout Prediction on 2D Shallow Water Equations (SWE) Gaussian-pulse initial conditionFollow1.31Rollout MSEFS-HNN1.01962.97984.946.9002Mar 6, 2026Evaluation resultsMethodMethodLinksRollout MSEFS-HNNResolution=LowResolution=Low2026.031.31FS-HNNResolution=Com.Resolution=Com.2026.033.67FS-HNNResolution=MedResolution=Med2026.033.75FNOResolution=HighResolution=High2026.035.31FS-HNNResolution=HighResolution=High2026.035.71PHNNResolution=HighResolution=High2026.038.57