DLAM extends Hopfield networks with dreaming and multi-layer coupling to enhance retrieval and pattern separation, analyzed via replica-symmetric free energy and Monte Carlo simulations.
Journal of Statistical Mechanics: Theory and Experiment 2019, 083503
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Do Hopfield Networks Dream of Stored Patterns? A Statistical-Mechanical Theory of Dreaming in Multidirectional Associative Memories
DLAM extends Hopfield networks with dreaming and multi-layer coupling to enhance retrieval and pattern separation, analyzed via replica-symmetric free energy and Monte Carlo simulations.