Web: http://arxiv.org/abs/2209.10634

Sept. 23, 2022, 1:13 a.m. | David Lipshutz, Cengiz Pehlevan, Dmitri B. Chklovskii

stat.ML updates on arXiv.org arxiv.org

Early sensory systems in the brain rapidly adapt to fluctuating input
statistics, which requires recurrent communication between neurons.
Mechanistically, such recurrent communication is often indirect and mediated by
local interneurons. In this work, we explore the computational benefits of
mediating recurrent communication via interneurons compared with direct
recurrent connections. To this end, we consider two mathematically tractable
recurrent neural networks that statistically whiten their inputs -- one with
direct recurrent connections and the other with interneurons that mediate
recurrent communication. …

arxiv bio dynamics networks neural networks statistical

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