ResearchBenchmarksPDE-Constrained Learning on Heat Equation Gauss ICFollow2.4MSE (IBC)LIESOLVER2.3682.5842.83.016Oct 29, 2025Evaluation ResultsMethodMethodLinksMSE (IBC)L2RE (Domain)LIESOLVERTime [s]=11, Params=40Time [s]=11, Params=402025.102.42PINNTime [s]=123, Params=4...Time [s]=123, Params=4 × 502025.103.24.9