ResearchTasksSurrogate modeling of 1D nonlinear PDEsSurrogate modeling of 1D nonlinear PDEsFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updated1D family of nonlinear PDEs Scenario E3 1.0 (test)LE-PDE3.39Accumulated Error (MSE)15Feb 26, 20261D family of nonlinear PDEs Scenario E2 1.0 (test)LE-PDE0.77Accumulated Error (MSE)15Feb 26, 20261D family of nonlinear PDEs Scenario E1 1.0 (test)FNO-PF0.51Accumulated Error (MSE)15Feb 26, 2026