ResearchTasksPhysics-Informed Machine LearningPhysics-Informed Machine LearningFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedConvection (test)Ours-Sob.2.76Density Residual Rd2May 27, 20261D-Reaction (test)Ours-Sob.2.6Rd Rate (rho)2May 27, 20261D-Wave (test)Ours-Sob.1.15Rd (Residual Density)2May 27, 2026