Associative Memory

Machine Learning Neural Networks

Overview

Hopfield networks, modern Hopfield models, and memory systems in neural networks.

Associative Memory Networks

• Classical Hopfield Networks
• Modern (Discrete) Hopfield Network
• Modern Continuous Hopfield Networks
• Bipartite Expander Hopfield Networks
• Memory Scaffold with Heteroassociation (MESH)
• Vector Hippocampal Scaffolded Heteroassociative Memory (Vector-HaSH)
• Energy Transformer

Connections to Other Topics

• Connection to Diffusion Models