ResearchTasksMesh-based physics predictionMesh-based physics predictionFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedNonlinear Shallow-Water-Style Dynamics Resolution transfer (test)MGN-HP1.5One-step MSE7May 4, 2026Nonlinear Shallow-Water-Style Dynamics Wave speed shift (test)PI-MGN2.6One-step MSE7May 4, 2026Nonlinear Shallow-Water-Style Dynamics Frequency extrapolation (test)PI-MGN1One-step MSE7May 4, 2026