Meta-learning Loss Functions of Parametric Partial Differential Equations Using Physics-Informed Neural Networks

Michail Koumpanakis, Ricardo Vilalta

This paper proposes a new way to learn Physics-Informed Neural Network loss functions using Generalized Additive Models. We apply our method by meta-learning parametric partial dif…