Building Trust in PINNs: Error Estimation through Finite Difference Methods. - Aleksander Krasowski; René P. Klausen; Aycan Celik; Sebastian Lapuschkin; Wojciech Samek; Jonas R. Naujoks (CoRR, 2026)