ResearchTasks1D PDE forecasting1D PDE forecastingFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedViscous Burgers 1D In-distribution 1.0 (test)HFluxNO0.132Relative L2 Error6May 8, 2026Shallow water 1D In-distribution 1.0 (test)HFluxNO0.006Relative L2 Error6May 8, 2026Cubic 1D In-distribution 1.0 (test)HFluxNO0.004Relative L2 Error6May 8, 2026KdV multi-soliton out-of-distribution (test)UNet + comm. reg.1.6nMSE (Step 50)3May 12, 2026