How Memory Stores Explain Transformers

Published 26 October 2026

An intuitive derivation shows how linear layers, MLPs, and self-attention act as associative memory stores, with estimated capacities rising from 64 memories for outer products to more than 1.2 million for self-attention with 64-dimensional keys.