ResearchTasksNeural Surrogate ModelingNeural Surrogate ModelingFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedNS-3DUPT1.7NMAE5May 26, 2026Diff-SorpUPT1.9NMAE5May 26, 2026PipeFactFormer1.3NMAE5May 26, 2026AirfoilCourant1.4NMAE5May 26, 2026DarcyUPT1.6NMAE5May 26, 2026CarBench full (test)——Primary metric0Feb 26, 2026