ResearchTasksPhysical Simulation Surrogate ModelingPhysical Simulation Surrogate ModelingFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedDeformingPlatePhysics-informed Multigrid GNN6.5Rollout RMSE8Jun 1, 2026SpindleUpsetting (unseen)FPS2.6Rollout Error (RMSE)3Jun 1, 2026BeamSimple (unseen)Physics-informed Multigrid1.44Rollout Error (RMSE)3Jun 1, 2026