ResearchBenchmarksPDE-Constrained Learning on Heat Equation Poly ICFollow8.2MSE (IBC)LIESOLVER8.1688.3848.68.816Oct 29, 2025Evaluation ResultsMethodMethodLinksMSE (IBC)L2RE (Domain)LIESOLVERTime [s]=34, Params=86Time [s]=34, Params=862025.108.24.4PINNTime [s]=137, Params=4...Time [s]=137, Params=4 × 502025.1094.8