Enhancing Stability of Physics-Informed Neural Network Training Through Saddle-Point Reformulation - Bylinkin, Dmitry; Aleksandrov, Mikhail; Chezhegov, Savelii; Beznosikov, Aleksandr (International Conference on Learning Representations, 2026)