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SeminarPast EventNeuroscience

Optimal information loading into working memory in prefrontal cortex

Maté Lengyel

University of Cambridge, UK

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Tuesday, June 21, 2022

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Tuesday, June 21, 2022

11:00 AM America/New_York

Host: van Vreeswijk TNS

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van Vreeswijk TNS

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Abstract

Working memory involves the short-term maintenance of information and is critical in many tasks. The neural circuit dynamics underlying working memory remain poorly understood, with different aspects of prefrontal cortical (PFC) responses explained by different putative mechanisms. By mathematical analysis, numerical simulations, and using recordings from monkey PFC, we investigate a critical but hitherto ignored aspect of working memory dynamics: information loading. We find that, contrary to common assumptions, optimal information loading involves inputs that are largely orthogonal, rather than similar, to the persistent activities observed during memory maintenance. Using a novel, theoretically principled metric, we show that PFC exhibits the hallmarks of optimal information loading and we find that such dynamics emerge naturally as a dynamical strategy in task-optimized recurrent neural networks. Our theory unifies previous, seemingly conflicting theories of memory maintenance based on attractor or purely sequential dynamics, and reveals a normative principle underlying the widely observed phenomenon of dynamic coding in PFC.

Topics

attractor dynamicsdynamic codinginformation loadingneural circuit dynamicsorthogonal inputspersistent activitiesprefrontal cortexrecurrent neural networksworking memory

About the Speaker

Maté Lengyel

University of Cambridge, UK

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Personal Website

www.neuroscience.cam.ac.uk/directory/profile.php

@mate_lengyel

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twitter.com/mate_lengyel

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