Reliable Error Estimation for PINNs: Lower and Upper A Posteriori Bounds

Ismail Huseynov, Arzu Ahmadova, Agamirza Bashirov

Physics-informed neural networks (PINNs) combine machine learning with physical laws to solve differential equations. While existing results provide rigorous \emph{a posteriori} up…