Over-Smoothing

PDE and Machine Learning (8): Reaction-Diffusion Systems and Graph Neural Networks

Deep GNNs collapse because they are diffusion equations on graphs. Turing's reaction-diffusion theory tells us how to fix it -- and closes the eight-chapter PDE+ML series.