ResearchTasksParametric PDE SolvingParametric PDE SolvingFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedViscous Burgers equation initial condition u(0, x) = -sin(πx) v=0.01/π (test)SA-PINN1.68Rel L2 Error (Test)5Jun 4, 2026Viscous-regularized Buckley–Leverett (ε = 10−2) (test snapshots)LC-PINN1.03Relative L2 Error3Jun 4, 20261D Schrödinger equation with parametric harmonic well (alpha in {0.5, 5.0, 10.0}) (test)PI-DeepONet1.79Rel L2 Error (Mean)3Jun 4, 2026
Viscous Burgers equation initial condition u(0, x) = -sin(πx) v=0.01/π (test)SA-PINN1.68Rel L2 Error (Test)5Jun 4, 2026
Viscous-regularized Buckley–Leverett (ε = 10−2) (test snapshots)LC-PINN1.03Relative L2 Error3Jun 4, 2026
1D Schrödinger equation with parametric harmonic well (alpha in {0.5, 5.0, 10.0}) (test)PI-DeepONet1.79Rel L2 Error (Mean)3Jun 4, 2026