Nonlinear GENERIC Informed Neural Networks (N-GINNs): learning GENERIC dynamics with non-quadratic dissipation potentials. - Vojtech Votruba; Zequn He; Weilun Qiu; Celia Reina; Michal Pavelka (CoRR, 2026)