Decomposing the Local Arrow of Time in Interacting Systems

Christopher W. Lynn, Caroline M. Holmes, William Bialek, David J. Schwab

Research output: Contribution to journalArticlepeer-review

15 Scopus citations

Abstract

We show that the evidence for a local arrow of time, which is equivalent to the entropy production in thermodynamic systems, can be decomposed. In a system with many degrees of freedom, there is a term that arises from the irreversible dynamics of the individual variables, and then a series of non-negative terms contributed by correlations among pairs, triplets, and higher-order combinations of variables. We illustrate this decomposition on simple models of noisy logical computations, and then apply it to the analysis of patterns of neural activity in the retina as it responds to complex dynamic visual scenes. We find that neural activity breaks detailed balance even when the visual inputs do not, and that this irreversibility arises primarily from interactions between pairs of neurons.

Original languageEnglish (US)
Article number118101
JournalPhysical review letters
Volume129
Issue number11
DOIs
StatePublished - Sep 9 2022

All Science Journal Classification (ASJC) codes

  • General Physics and Astronomy

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