PhysSAE: Mechanistic Interpretability of PINNs with Sparse Autoencoders

Nandita N. Patil, Eshwar R. A., Gajanan V. Honnavar

Physics-Informed Neural Networks (PINNs) embed PDE residuals into neural network training, but their internal representations remain opaque: it is unknown what physical features th…