arxiveess.SY2026-07-20
Learnable Sequential Memory in Coupled Oscillator Networks
The Hopfield network established that static memories can be stored as energy minima of a recurrent dynamical system, yet real intelligent agents must navigate \emph{sequences} of memories rather than isolated snapshots.Biological cortex addresses this through a separation of tim…