Beyond Fixed Points: Superpolynomial Capacity of Asymmetric Hopfield Networks

Aakash Kumar, Anatoly Khina, Frederik Mallmann-Trenn +1

Classical Hopfield networks are limited to static patterns due to symmetric weights, whereas asymmetric networks can encode temporal sequences via limit-cycle attractors. Achieving…