Uncertainties in Physics-informed Inverse Problems: The Hidden Risk in Scientific AI

Yoh-ichi Mototake, Makoto Sasaki

Physics-informed machine learning (PIML) integrates partial differential equations (PDEs) into machine learning models to solve inverse problems, such as estimating coefficient fun…