ResearchBenchmarksPDE-Constrained Learning on Heat Equation Sine ICFollow2.4MSE (IBC)LIESOLVER2.1843.6425.16.558Oct 29, 2025Evaluation ResultsMethodMethodLinksMSE (IBC)L2RE (%)LIESOLVERTime [s]=4, Params=12Time [s]=4, Params=122025.102.44.6PINNTime [s]=183, Params=4...Time [s]=183, Params=4 × 502025.107.85