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arxiv: 2604.26601 · v1 · submitted 2026-04-29 · ❄️ cond-mat.stat-mech

Recognition: unknown

Quo vadis, stochastic thermodynamics?

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Pith reviewed 2026-05-07 12:31 UTC · model grok-4.3

classification ❄️ cond-mat.stat-mech
keywords stochastic thermodynamicsfluctuation theoremsthermodynamic uncertainty relationsnon-equilibrium processesactive matterhidden degrees of freedomcomplex systemsentropy production
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The pith

Stochastic thermodynamics extends its trajectory-based definitions of work, heat, and entropy production to systems with memory, hidden degrees of freedom, active matter, and non-physical domains.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper surveys how stochastic thermodynamics has produced fluctuation theorems, thermodynamic uncertainty relations, and speed limits that hold along individual fluctuating paths rather than only in averages. It describes extensions that incorporate memory effects, hidden variables, geometric optimal-transport formulations, and microscopic treatments of interacting and active systems. The authors then examine the difficulties that appear when these ideas move to macroscopic or complex systems, where the direct connection between observed irreversibility and thermodynamic dissipation grows less straightforward, and they point to new applications in computation, biology, and social dynamics.

Core claim

Stochastic thermodynamics defines thermodynamic quantities along individual stochastic trajectories and has yielded universal results such as fluctuation theorems and bounds on dissipation; recent work applies the same concepts to systems with memory and hidden degrees of freedom, to active and interacting matter via microscopic approaches, and to geometric settings based on optimal transport, while also identifying challenges and opportunities when the same framework is carried into macroscopic complex systems and non-physical contexts.

What carries the argument

The conceptual link between statistical irreversibility observed along trajectories and thermodynamic dissipation, which permits definitions of work, heat, and entropy production for single realizations even when the system has memory or hidden variables.

If this is right

  • Fluctuation theorems and thermodynamic uncertainty relations continue to hold for systems that include memory or hidden degrees of freedom.
  • Geometric formulations based on optimal transport supply new bounds and relations for non-equilibrium processes.
  • Microscopic trajectory descriptions become applicable to active matter and interacting many-body systems.
  • The same trajectory-based thermodynamics can be used to analyze computation, biological processes, and social dynamics.
  • Universal speed limits and dissipation bounds remain available even when the system is no longer in a traditional physical setting.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • The framework may supply quantitative measures of irreversibility for analyzing computational efficiency or algorithmic complexity.
  • Applications to social or economic systems could treat observed irreversibility in decision sequences as a form of dissipation.
  • Testing the weakened link in large-scale systems might require new coarse-graining procedures that preserve trajectory-level statistics.
  • Connections to information-theoretic treatments of hidden variables could unify stochastic thermodynamics with theories of inference in complex networks.

Load-bearing premise

The conceptual link between statistical irreversibility and thermodynamic dissipation remains useful and definable even when it becomes less direct in macroscopic and complex systems.

What would settle it

A concrete calculation or experiment on a macroscopic complex system, such as a biological regulatory network or a social-interaction model, in which entropy production defined along trajectories shows no consistent correlation with measurable irreversibility or dissipated energy.

Figures

Figures reproduced from arXiv: 2604.26601 by Artemy Kolchinsky, \'Edgar Rold\'an, Gonzalo Manzano, Jan Korbel, Olga Movilla Miangolarra, Rosalba Garcia-Millan, Sarah A.M. Loos.

Figure 1
Figure 1. Figure 1: FIG. 1. Illustration of the ‘dream’ of early developments of stochastic thermodynamics. A tiny nano-sized motor navigates view at source ↗
read the original abstract

Stochastic thermodynamics is a framework for describing non-equilibrium processes at the level of fluctuating trajectories, where the state of a system evolves as a stochastic time series, allowing thermodynamic quantities such as work, heat, and entropy production to be defined along individual realizations rather than at the ensemble level only. Over the past three decades, the field has yielded fundamental results, including fluctuation theorems and several universal bounds, such as thermodynamic uncertainty relations, speed limit theorems, and many others. Many of them have been tested on a range of experimental platforms. This Perspective reviews recent developments in stochastic thermodynamics that extend its scope beyond its traditional domains, including systems with memory and hidden degrees of freedom, microscopic approaches to interacting and active matter, and geometric formulations based on optimal transport. Next, the Perspective surveys the challenges that arise when applying these ideas to macroscopic and complex systems, where the link between statistical irreversibility and thermodynamic dissipation becomes less direct. Finally, emerging applications in non-physical contexts are highlighted, including computation, biological systems, and social dynamics. Transcending the traditional boundaries of physics, these developments catalyze an unorthodox framework to tackle the thermodynamics of complex systems.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

1 major / 2 minor

Summary. The manuscript is a Perspective review surveying stochastic thermodynamics over the past three decades. It covers foundational results including fluctuation theorems, thermodynamic uncertainty relations, speed limit theorems, and their experimental tests. It then reviews extensions to systems with memory and hidden degrees of freedom, microscopic treatments of interacting and active matter, and geometric formulations based on optimal transport. The paper discusses challenges when applying these concepts to macroscopic and complex systems, where the connection between statistical irreversibility and thermodynamic dissipation becomes less direct, and surveys emerging applications in computation, biological systems, and social dynamics. It concludes that these developments catalyze an unorthodox framework for the thermodynamics of complex systems.

Significance. If the surveyed results are accurately represented and the interpretive synthesis holds, the paper offers a useful roadmap that could stimulate research extending stochastic thermodynamics beyond traditional physics. Its strength lies in synthesizing a broad literature and highlighting both the framework's reach and its limitations at larger scales, which may encourage interdisciplinary work in biology and social dynamics.

major comments (1)
  1. [Abstract] Abstract: the central interpretive claim that the developments 'catalyze an unorthodox framework' for complex systems rests on the continued usefulness of the irreversibility-dissipation link even when 'less direct.' The manuscript should supply at least one concrete example or quantitative illustration from the surveyed challenges section showing when and how the link remains definable and predictive, as this directly supports the forward-looking assessment.
minor comments (2)
  1. The abstract provides a clear outline but would benefit from citing one or two seminal references (e.g., to the original fluctuation theorem papers) to anchor readers immediately.
  2. Ensure that terminology distinguishing 'macroscopic and complex systems' from 'non-physical contexts' is used consistently throughout to avoid potential overlap or ambiguity in the applications section.

Simulated Author's Rebuttal

1 responses · 0 unresolved

We thank the referee for the positive assessment of the manuscript and the constructive suggestion regarding the abstract. We address the major comment below.

read point-by-point responses
  1. Referee: [Abstract] Abstract: the central interpretive claim that the developments 'catalyze an unorthodox framework' for complex systems rests on the continued usefulness of the irreversibility-dissipation link even when 'less direct.' The manuscript should supply at least one concrete example or quantitative illustration from the surveyed challenges section showing when and how the link remains definable and predictive, as this directly supports the forward-looking assessment.

    Authors: We agree that a concrete example would help substantiate the central claim. We will revise the abstract to incorporate at least one specific illustration from the challenges section, showing a case where the link between statistical irreversibility and thermodynamic dissipation remains definable and predictive despite becoming less direct. revision: yes

Circularity Check

0 steps flagged

No significant circularity: perspective survey with no derivations or predictions

full rationale

This is a perspective review surveying prior results in stochastic thermodynamics (fluctuation theorems, uncertainty relations, extensions to memory/active matter, geometric formulations) and discussing challenges in complex systems. No new derivations, equations, predictions, or fitted parameters are advanced; the text explicitly frames itself as a review of existing work and forward-looking applications. No load-bearing steps reduce to self-citations, self-definitions, or fitted inputs by construction, satisfying the default expectation of no circularity for non-deductive manuscripts.

Axiom & Free-Parameter Ledger

0 free parameters · 0 axioms · 0 invented entities

This is a review article that does not introduce new free parameters, axioms, or invented entities; it references existing concepts from the stochastic thermodynamics literature.

pith-pipeline@v0.9.0 · 5526 in / 998 out tokens · 37947 ms · 2026-05-07T12:31:58.436909+00:00 · methodology

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Reference graph

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