Quantifying irreversibility via Bayesian subjectivity for classical and quantum linear maps

In both classical and quantum physics, irreversible processes are described by maps that contract the space of states. The change in volume has often been taken as a natural quantifier of the amount of irreversibility. In Bayesian inference, loss of information results in the retrodiction for the initial state becoming increasingly influenced by the choice of reference prior. In this paper, we import this latter perspective into physics, by quantifying the irreversibility of any process with its Bayesian subjectivity-that is, the sensitivity of its retrodiction to one's prior. From this perspective, we review analytical and numerical results that highlight both intuitive and subtle insights that this measure sheds on irreversible processes.

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Publication Details

Journal
Physical review. E
Published
2025-11-13
DOI
https://doi.org/10.1103/ym1y-7wcm
Primary Topic
Advanced Thermodynamics and Statistical Mechanics
Type
article
Field-Weighted Citation Impact
0.00
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article

Quantifying irreversibility via Bayesian subjectivity for classical and quantum linear maps

Clive Cenxin Aw, L. S. Liu
Physical review. E
Advanced Thermodynamics and Statistical Mechanics
article

Quantifying irreversibility via Bayesian subjectivity for classical and quantum linear maps

Clive Cenxin Aw, L. S. Liu
article en

Abstract

In both classical and quantum physics, irreversible processes are described by maps that contract the space of states. The change in volume has often been taken as a natural quantifier of the amount of irreversibility. In Bayesian inference, loss of information results in the retrodiction for the initial state becoming increasingly influenced by the choice of reference prior. In this paper, we import this latter perspective into physics, by quantifying the irreversibility of any process with its Bayesian subjectivity-that is, the sensitivity of its retrodiction to one's prior. From this perspective, we review analytical and numerical results that highlight both intuitive and subtle insights that this measure sheds on irreversible processes.

Physical review. EVol. 112(5)
Centre for Quantum Technologies (SG), National University of Singapore (SG), Université Bourgogne Franche-Comté (FR)
Openalex Percentile: Top 73%
Advanced Thermodynamics and Statistical Mechanics
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Quantifying irreversibility via Bayesian subjectivity for classical and quantum linear maps — Clive Cenxin Aw, L. S. Liu · Physical review. E (2025) | TGRS Research Map | TGRS