Dmitriy Tarkhov

From Numerical Schemes to Neural Network Architectures: A Physics-Informed Framework for Differential Equations

Physics-informed neural networks usually incorporate differential equations primarily through the loss function, while the neural architecture itself is selected independently of the underlying numerical structure. This work develops a scheme-induced approach in which an analytically modified numerical method defines t...