V. Schimmenti

A Bifurcation Theory for the Equilibria of Modern Hopfield Networks

Modern Hopfield networks provide a unifying framework for associative memory, transformer attention, diffusion-based generative models, and biological attractor dynamics, linking these systems through a common energy-based dynamics in which states are updated toward weighted combinations of stored patterns. Across thes...