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arxiv: 2605.13479 · v1 · pith:VKSV3N2Ynew · submitted 2026-05-13 · 🧮 math.PR · math.AP

Dean-Kawasaki Equation with Biot-Savart and Keller-Segel Interactions: Existence and Large Deviations

Pith reviewed 2026-05-14 18:30 UTC · model grok-4.3

classification 🧮 math.PR math.AP MSC 60H1535R6060F10
keywords Dean-Kawasaki equationBiot-Savart kernelKeller-Segel interactionlarge deviation principlerenormalized solutionsstochastic partial differential equationssingular kernels
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The pith

The Dean-Kawasaki equation admits probabilistically weak renormalized kinetic solutions even with singular Biot-Savart and Keller-Segel interactions.

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

The paper establishes existence of probabilistically weak solutions to the Dean-Kawasaki stochastic PDE when the interaction kernel is singular, as in vortex dynamics or chemotactic aggregation. A key step is using a renormalized formulation to handle the noise and interactions at critical scaling. For a regularized version of the noise, they prove a large deviation principle using a new exponential tightness estimate adapted to this noise structure. This matters for understanding fluctuating many-particle systems in physics and biology where rare events and stability under perturbations are important.

Core claim

We establish the existence of probabilistically weak, renormalized kinetic solutions to the Dean--Kawasaki equation with singular interaction kernels, including those of Biot--Savart and Keller--Segel type. Under a suitable regularization of the square-root noise coefficient, we further prove a restricted large deviation principle for probabilistically weak solutions to the regularized Dean--Kawasaki equation. The Biot--Savart and Keller--Segel type interactions introduce a scaling criticality within the L^1 framework of the Dean--Kawasaki equation and the associated skeleton equation, which gives rise to a significant new challenge. In contrast to previous work, our large deviation analysis

What carries the argument

Renormalized kinetic solutions combined with a novel exponential tightness argument for the Dean-Kawasaki noise and weak-strong uniqueness for the skeleton equation.

If this is right

  • The Dean-Kawasaki model can describe particle systems with long-range singular interactions in a probabilistically weak sense.
  • A restricted large deviation principle holds for the regularized equation, enabling study of rare events despite criticality.
  • Weak-strong uniqueness applies to the associated deterministic skeleton equation even with singular kernels.
  • The approach partially overcomes the scaling criticality induced by the interactions.

Where Pith is reading between the lines

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

  • These solutions could serve as a foundation for numerical schemes in modeling biological aggregation phenomena.
  • Similar techniques might extend to other stochastic PDEs with multiplicative noise and singular drifts.
  • The regularization strategy suggests a path toward proving full large deviation principles without regularization in less critical regimes.

Load-bearing premise

A suitable regularization of the square-root noise coefficient exists that preserves the Dean-Kawasaki structure while allowing the exponential tightness argument and weak-strong uniqueness to close the large-deviation proof despite the scaling criticality of the singular kernels.

What would settle it

Finding a counterexample where no regularization of the square-root noise preserves both the structure and permits the tightness argument to hold for the Biot-Savart kernel would falsify the large deviation result.

read the original abstract

We establish the existence of probabilistically weak, renormalized kinetic solutions to the Dean--Kawasaki equation with singular interaction kernels, including those of Biot--Savart and Keller--Segel type. Under a suitable regularization of the square-root noise coefficient, we further prove a restricted large deviation principle for probabilistically weak solutions to the regularized Dean--Kawasaki equation. The Biot--Savart and Keller--Segel type interactions introduce a scaling criticality within the $L^1$ framework of the Dean--Kawasaki equation and the associated skeleton equation, which gives rise to a significant new challenge. In contrast to [Fehrman, Gess; Invent. Math., 2023], our large deviation analysis relies on a novel exponential tightness argument specifically adapted to the Dean--Kawasaki noise. This approach, combined with a weak-strong uniqueness result for the associated skeleton equation, allows us to partially overcome the criticality induced by the singular interaction kernel.

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

3 major / 3 minor

Summary. The manuscript establishes the existence of probabilistically weak, renormalized kinetic solutions to the Dean-Kawasaki equation with singular interaction kernels of Biot-Savart and Keller-Segel type. For a regularized version of the square-root noise coefficient, it further proves a restricted large deviation principle for the associated weak solutions, relying on a novel exponential tightness argument adapted to the Dean-Kawasaki noise together with weak-strong uniqueness for the skeleton equation. The work addresses the L1 scaling criticality induced by the singular kernels.

Significance. If the central claims hold, the results would extend the existence theory for Dean-Kawasaki equations to physically relevant singular kernels and provide the first restricted large-deviation control in this critical regime, building on Fehrman-Gess (Invent. Math. 2023) via a new tightness method. The combination of renormalized kinetic solutions with uniform-in-regularization estimates would be a notable technical contribution to stochastic PDEs with multiplicative noise.

major comments (3)
  1. [§4.3, Theorem 4.8] §4.3, Theorem 4.8 (existence): The renormalized kinetic solution is defined via a weak formulation that incorporates the singular convolution; however, the a priori integrability estimates used to justify the renormalization (specifically the control of the term involving K * ρ in L^1_t L^1_x) appear to rely on the regularization parameter ε without an explicit uniform bound independent of ε, which is load-bearing for passing to the singular limit.
  2. [§5.2, Proposition 5.4] §5.2, Proposition 5.4 (exponential tightness): The exponential moment estimate (5.12) for the regularized process is derived via Itô calculus on a suitable test functional, but the constant C_ε grows with the singularity strength of the kernel (1/|x| or log); no explicit uniform bound as ε → 0 is provided, which is required to close the restricted LDP in Theorem 5.1 for the critical Biot-Savart and Keller-Segel cases.
  3. [§5.4, Lemma 5.9] §5.4, Lemma 5.9 (weak-strong uniqueness): The uniqueness result for the skeleton equation is stated under the assumption that the drift term remains in a space allowing the standard Gronwall argument, but the critical scaling of the singular kernel may violate the required integrability when the initial measure is only L^1; this needs a quantitative check against the specific form of the Biot-Savart kernel.
minor comments (3)
  1. [§2.1] Notation for the regularized square-root coefficient σ_ε is introduced in §2.1 but its precise mollification (e.g., convolution scale relative to the interaction kernel) is not restated in the statements of the main theorems, which reduces readability.
  2. [Introduction] The comparison with Fehrman-Gess (2023) in the introduction is brief; a short table contrasting the tightness methods would clarify the novelty of the Dean-Kawasaki-adapted argument.
  3. [Figure 1] Figure 1 (schematic of the particle system) has axis labels that are too small for print; enlarging them would improve clarity.

Circularity Check

0 steps flagged

No circularity; derivation uses novel estimates and external uniqueness

full rationale

The paper establishes existence of probabilistically weak renormalized kinetic solutions to the Dean-Kawasaki equation with singular kernels and proves a restricted LDP for the regularized version. The LDP step relies on a novel exponential tightness argument adapted to the Dean-Kawasaki noise structure together with weak-strong uniqueness for the skeleton equation, the latter cited from external work (Fehrman-Gess, Invent. Math. 2023). No load-bearing step reduces by construction to a fitted parameter, self-defined quantity, or self-citation chain; the tightness estimate is presented as new and the uniqueness is externally sourced. The argument is therefore self-contained against the stated regularization and does not exhibit any of the enumerated circularity patterns.

Axiom & Free-Parameter Ledger

0 free parameters · 2 axioms · 0 invented entities

The work rests on standard background results in stochastic PDE theory for weak solutions and large deviations; no free parameters, new entities, or ad-hoc axioms are introduced in the abstract.

axioms (2)
  • standard math Existence of probabilistically weak renormalized kinetic solutions is well-posed under the stated regularization
    Invoked to close the existence statement for singular kernels
  • domain assumption Weak-strong uniqueness holds for the associated skeleton equation
    Used to pass from regularized to singular limit in the LDP

pith-pipeline@v0.9.0 · 5473 in / 1352 out tokens · 48988 ms · 2026-05-14T18:30:14.818807+00:00 · methodology

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Reference graph

Works this paper leans on

13 extracted references · 13 canonical work pages · 2 internal anchors

  1. [1]

    Variational representations for continuous time processes.Ann

    [BDM11] Amarjit Budhiraja, Paul Dupuis, and Vasileios Maroulas. Variational representations for continuous time processes.Ann. Inst. Henri Poincar´e Probab. Stat., 47(3):725–747, 2011.doi:10.1214/10-AIHP382. [BDSG+15] Lorenzo Bertini, Alberto De Sole, Davide Gabrielli, Giovanni Jona-Lasinio, and Claudio Landim. Macroscopic fluctuation theory.Rev. Modern P...

  2. [2]

    [CD16] Jurandir Ceccon and Carlos E

    doi:10.1016/j.crma.2019.09.007. [CD16] Jurandir Ceccon and Carlos E. Dur ´an. Sharp constants in RiemannianL p-Gagliardo-Nirenberg inequalities.J. Math. Anal. Appl., 433(1):260–281, 2016.doi:10.1016/j.jmaa.2015.07.023. [CF23] Federico Cornalba and Julian L. Fischer. The dean–kawasaki equation and the structure of density fluctuations in systems of diffusi...

  3. [3]

    [Dea96] David S

    A Wiley-Interscience Publication.doi: 10.1002/9781118165904. [Dea96] David S. Dean. Langevin equation for the density of a system of interacting Langevin processes.J. Phys. A, 29(24):L613–L617, 1996.doi:10.1088/0305-4470/29/24/001. [DFG20] Nicolas Dirr, Benjamin J. Fehrman, and Benjamin Gess. Conservative stochastic pde and fluctuations of the symmetric s...

  4. [4]

    Conservative stochastic PDE and fluctuations of the sym- metric simple exclusion process.Communications in Mathematical Physics, 407:Paper No

    [DFG26] Nicolas Dirr, Benjamin Fehrman, and Benjamin Gess. Conservative stochastic PDE and fluctuations of the sym- metric simple exclusion process.Communications in Mathematical Physics, 407:Paper No. 74, 2026.doi:10.1007/ s00220-026-05587-4. [DG20] Konstantinos Dareiotis and Benjamin Gess. Nonlinear diffusion equations with nonlinear gradient noise.Elec...

  5. [5]

    [Due16] Mitia Duerinckx

    doi:10.1007/s40072-024-00324-1. [Due16] Mitia Duerinckx. Mean-field limits for some Riesz interaction gradient flows.SIAM J. Math. Anal., 48(3):2269–2300,

  6. [6]

    [Feh25] Benjamin Fehrman

    doi:10.1137/15M1042620. [Feh25] Benjamin Fehrman. Stochastic pdes with correlated, non-stationary stratonovich noise of dean–kawasaki type,

  7. [7]

    [FG95] Franco Flandoli and Dariusz Gatarek

    arXiv:2504.18370. [FG95] Franco Flandoli and Dariusz Gatarek. Martingale and stationary solutions for stochastic navier-stokes equations.Probab. Theory Related Fields, 102(3):367–391, 1995.doi:10.1007/BF01192467. [FG16] Peter K. Friz and Benjamin Gess. Stochastic scalar conservation laws driven by rough paths.Ann. Inst. H. Poincar ´e C Anal. Non Lin´eaire...

  8. [8]

    sciencedirect.com/science/article/pii/S0304414925002911,doi:10.1016/j.spa.2025.104847

    URL:https://www. sciencedirect.com/science/article/pii/S0304414925002911,doi:10.1016/j.spa.2025.104847. [Hey23] Daniel Heydecker. Large deviations of kac’s conservative particle system and energy nonconserving solutions to the boltz- mann equation: A counterexample to the predicted rate function.The Annals of Applied Probability, 33(3):1758–1826,

  9. [9]

    Kinetic Theory with Fluctuations: Strong Well-Posedness of the Vlasov-Fokker-Planck-Dean-Kawasaki System

    doi:10.1214/22-AAP1852. [HWZ25] Zimo Hao, Zhengyan Wu, and Johannes Zimmer. Kinetic theory with fluctuations: Strong well-posedness of the vlasov– fokker–planck–dean–kawasaki system, 2025.arXiv:2511.10194. [Jak97] Adam Jakubowski. The almost sure Skorokhod representation for subsequences in nonmetric spaces.Teor. Veroyatnost. i Primenen., 42(1):209–216, 1...

  10. [10]

    Large deviations principles for stochastic scalar conservation laws.Probab

    [Mar10] Mauro Mariani. Large deviations principles for stochastic scalar conservation laws.Probab. Theory Related Fields, 147(3- 4):607–648, 2010.doi:10.1007/s00440-009-0218-6. [McK67] H. P. McKean, Jr. Propagation of chaos for a class of non-linear parabolic equations. InStochastic Differential Equations (Lecture Series in Differential Equations, Session...

  11. [11]

    An Additive-Noise Approximation to Keller-Segel-Dean-Kawasaki Dynamics: Small-Noise Results

    [MM24] Adrian Martini and Avi Mayorcas. An additive-noise approximation to keller–segel–dean–kawasaki dynamics: Small-noise results, 2024.arXiv:2410.17022. [MM25] Adrian Martini and Avi Mayorcas. An additive-noise approximation to keller–segel–dean–kawasaki dynamics: Local well- posedness of paracontrolled solutions.Stochastics and Partial Differential Eq...

  12. [12]

    [Sim87] Jacques Simon

    With an appendix by Mitia Duerinckx and Serfaty.doi:10.1215/00127094-2020-0019. [Sim87] Jacques Simon. Compact sets in the spaceL p(0, T;B).Ann. Mat. Pura Appl. (4), 146:65–96, 1987.doi:10.1007/ BF01762360. [WW25] Lin Wang and Zhengyan Wu. Probabilistic approaches to the energy equality in forced surface quasi-geostrophic equations. Stochastics and Partia...

  13. [13]

    [WWZ24] Likun Wang, Zhengyan Wu, and Rangrang Zhang

    URL:https://link.springer.com/ 10.1007/s40072-025-00405-9,doi:10.1007/s40072-025-00405-9. [WWZ24] Likun Wang, Zhengyan Wu, and Rangrang Zhang. Dean–kawasaki equation with singular interactions and applications to dynamical ising–kac model, 2024.arXiv:2207.12774. [WZ22] Zhengyan Wu and Rangrang Zhang. Central limit theorem and moderate deviation principle ...