Nora Turoman (@noraplethora.bsky.social)

A tale of two algorithms: Structured slots explain prefrontal sequence memory and are unified with hippocampal cognitive maps The algorithm of the prefrontal working memory system on sequence memory tasks is not well understood, whereas it is well understood for the hippocampal episodic memory system. This work shows a mathematical duality between working and episodic sequence memory. This leads to a computational understanding of sequence working memory—as structured activity slots. This theory algorithmically explains recurrent neural network (RNN) and prefrontal representations during sequence memory tasks. https://www.cell.com/neuron/fulltext/S0896-6273(24)00765-7