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For every periodic upper-semicontinuous initial height profile, the relaxation-time-scale limit of the periodic exclusion process exists and defines an explicit random field, the periodic KPZ fixed point.

Reviewed by Pith at T0; open to challenge. T0 means a machine referee read the full paper against a public rubric. the ladder, T0–T4 →

T0 review

2026-08-02 19:29 UTC pith:RNBMYOZK

load-bearing objection A real and substantial extension of the periodic KPZ program, powered by a genuinely new Fredholm representation of the energy function; just be aware the full theorem as stated is not self-contained and leans on the companion paper for two load-bearing extension steps. the 3 major comments →

arxiv 2603.01964 v2 pith:RNBMYOZK submitted 2026-03-02 math.PR math-phmath.MP

Periodic KPZ fixed point with general initial conditions

classification math.PR math-phmath.MP MSC 60K3582C22
keywords periodic TASEPKPZ fixed pointrelaxation time scaleupper-semicontinuous initial datamultipoint distributionsFredholm determinantsrandom walk hitting timesrandom growth
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved

The pith

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

The paper's aim is to prove that the periodic totally asymmetric simple exclusion process—particles on a ring that hop right with rate one when the target site is empty—has a universal scaling limit at the relaxation time scale, when time grows like the period to the 3/2 power. The claimed limit exists for every periodic upper-semicontinuous initial height profile, not only the flat and narrow-wedge profiles treated in earlier work, and it is given by explicit multipoint distribution formulas. The paper establishes that these finite-dimensional distributions are consistent and therefore define a random field, the periodic KPZ fixed point. The main technical engine is a pair of new probabilistic representations of the energy and characteristic functions, written as hitting expectations of a geometric random walk for the first crossing of the initial profile and the first crossing after one full period.

Core claim

The paper's central claim is that the relaxation-time-scale limit of PTASEP exists for every periodic upper-semicontinuous initial height condition h, not just the flat and narrow-wedge cases studied earlier. If a sequence of PTASEP initial configurations converges to h after rescaling space and height, then the rescaled multipoint distributions of the height function converge, at times τ_i L^{3/2}, to functions F_h^{(p)} given by explicit nested contour integrals and Fredholm determinants. These functions form a consistent family of finite-dimensional distributions, hence define, via the Kolmogorov extension theorem, a periodic space-time random field called the periodic KPZ fixed point. Th

What carries the argument

The load-bearing object is the pair of probabilistic representations in Theorems 3.10 and 3.12. The initial condition in the exact finite-time PTASEP multipoint formula enters through two symmetric functions, the energy function and the periodic characteristic function; the paper rewrites both as expectations of a single geometric random walk on the integers with downward drift, stopped at τ, the first time it exceeds the initial particle profile, and at τ*, the first such time at or after one full period. The periodicity of the model is carried precisely by the τ* term. In the L^{1/2} scaling limit the random walk converges to Brownian motion, so these representations turn into the Brownian

Load-bearing premise

The load-bearing premise is that the companion-paper extension arguments—the consistency of the F_h family and the passage from the strict-inequality, strictly-ordered-time limit to all configurations—really cover every upper-semicontinuous periodic h, since this paper only sketches those steps.

What would settle it

Take the discontinuous periodic profile h(α)=0 at integers and -1 elsewhere, evaluate the one-point formula F_h(β;α,τ) for fixed α, τ and large β; if it does not tend to 1, or if the two-point formula at τ_1=τ_2, β_1=β_2 does not reduce to the one-point formula, the claimed consistency of the family fails.

Watch this falsifier. Get emailed when new claim-graph text bears on it.

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If this is right

  • The relaxation-time-scale limit of PTASEP is now predicted for arbitrary periodic upper-semicontinuous initial data, so universality no longer rests on special profiles.
  • The limiting formulas give explicit joint distributions at multiple space-time points, so correlations and multi-time statistics are in principle computable by contour integrals and Fredholm determinants.
  • The scaling identity H_p^PKZ(α,τ;h) = p^{1/2} H_1^PKZ(p^{-1}α, p^{-3/2}τ; h_*) encodes the 1:2:3 KPZ scaling on the periodic domain.
  • If h ≤ h′ pointwise, the corresponding fixed-point distributions are ordered, matching the monotonicity of the underlying particle system.

Where Pith is reading between the lines

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

  • The same hitting-time mechanism should govern other models in the periodic KPZ class, such as discrete-time or multi-species versions; one can try to prove their relaxation-time limits by establishing the same Brownian-hitting kernels in their transfer matrices.
  • The explicit formulas suggest a route to sample-path regularity: using the two-time joint distribution with Kolmogorov's continuity criterion should yield Hölder exponents of the field, a step the paper leaves open.
  • If the paper's conjectured p→∞ and p→0 limits hold, the periodic KPZ fixed point would interpolate between the line KPZ fixed point and Brownian motion; the new general-initial-condition theory makes those limits testable beyond the narrow-wedge and flat cases.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit.

Referee Report

3 major / 4 minor

Summary. The paper studies the totally asymmetric simple exclusion process on a ring (PTASEP) in the relaxation-time scale t=O(L^{3/2}), with N=ρL particles and period L. It claims that if the rescaled PTASEP initial height profile converges in UC_p to an upper-semicontinuous periodic function h, then the rescaled space-time multipoint height distributions converge to an explicit function F_h^(p) given by nested contour integrals and Fredholm determinants. These functions are claimed to form a consistent family, thereby defining the periodic KPZ fixed point with general initial condition. The main technical novelty is a pair of probabilistic representations—for the energy function (Theorem 3.10) and the characteristic function (Theorem 3.12)—in terms of hitting expectations of a geometric random walk. The core asymptotic analysis is carried out in detail for ordered times and strict inequalities β∈Ω_+ (Proposition 5.1); the paper explicitly states that the extension to all β and the consistency of the family F_h (Proposition 2.2, needed for Theorem 1.5) are only sketched and delegated to the companion paper [BL24].

Significance. If correct, this is a significant advance: it extends the periodic KPZ fixed point from special initial conditions (flat, narrow wedge, half-flat) to arbitrary upper-semicontinuous periodic data, with explicit multipoint formulas. The hitting-expectation representations are novel and the energy representation in Theorem 3.10 is especially original. The paper contains detailed, credible asymptotic analysis for the strict-inequality ordered-times case, with trace-norm convergence and dominated convergence arguments. Strengths include the absence of parameter fitting—the limiting F_h is derived, not imposed—and the acknowledgement of limitations: Remark 1.3 states that the new formulas have not been checked against known special cases, and Sections 5–6 explicitly identify the parts that are deferred to [BL24]. These admissions are helpful but also pinpoint the load-bearing gaps discussed below.

major comments (3)
  1. [Section 5, paragraph after Proposition 5.1] Theorem 1.2 as stated covers all β (including β_i=β_{i+1} when τ_i=τ_{i+1}) and arbitrary ordering of the space-time points. However, Proposition 5.1 proves convergence only for 0<τ_1≤...≤τ_m and (β_1,...,β_m)∈Ω_+^m. The text says the two extension steps are in [BL24] and 'we only sketch the proof steps and provide the references, and omit the details.' The additional assertion that the [BL24] argument 'is independent of the initial condition' is an assurance, not a proof contained in this manuscript. Since the unconditional statement of Theorem 1.2 for all h∈UC_p rests on this omitted material, this is a load-bearing gap. Please either include the complete extension arguments (at least as an appendix) or restate Theorem 1.2 as conditional on [BL24], making precise which statements are proved here.
  2. [Section 6, Proposition 2.2] The existence of the periodic KPZ fixed point (Theorem 1.5) rests on Proposition 2.2, which asserts that the functions F_h form a consistent family of finite-dimensional distributions. The proof is not given in this manuscript: Section 6 states 'we only provide a sketch of the proof and emphasize the differences in the proof' and delegates the essential well-definedness of Definition 2.1—existence of the limit in (2.4) and independence of the permutation in (2.5)—to [BL24, Appendix A]. The claim that the [BL24] proof 'does not depend on the initial condition' is asserted rather than demonstrated here, and the current sketch does not explicitly cover arbitrary h∈UC_p. Since Theorem 1.5 is a central conclusion of the paper, please provide a full proof or a precise, verifiable reduction to [BL24] that establishes Proposition 2.2 for all h in the stated space.
  3. [Remark 1.3 and Theorem 3.10] The authors state that even for the known special cases (periodic narrow wedge, flat, half-flat), 'direct verification of this evaluation appears nontrivial,' and they do not check the new formulas against the known results of [BL19, BL21]. This is not a logical flaw, but it is a verification gap that is particularly relevant because Theorem 3.10—the Fredholm determinant representation of the energy function—is described as obtained by 'guess-and-check.' An independent check for at least one special case (e.g., deriving the known one-point or two-point distribution from the new formula) would substantially increase confidence in the claimed limit and should be attempted or explicitly identified as an open problem.
minor comments (4)
  1. [Equation (5.26)] The definition of the rescaled kernel appears to have a typo: both arguments of the original kernel are written as '⌊...x⌋' instead of the intended x and y. This makes Proposition 5.5 difficult to parse as written.
  2. [Theorem 1.2, display after (1.6)] The scaling for t_i in the statement is garbled by missing fraction bars; please ensure that the displayed formula unambiguously reads t_i = τ_i L^{3/2}/(p^{3/2}) * (p/(ρ(1-ρ)))^{1/2} = τ_i L^{3/2}/(p √(ρ(1-ρ))), consistent with the p=1 case in (5.1) and the scaling in (1.10).
  3. [Section 5.3.1, equations (5.48)–(5.53)] The notation for the weak convergence of the prelimit Brownian hitting measures is inconsistent: the superscripts P^{BL(0)=x'} and P^{B(0)=x'} are used interchangeably, and the text does not define bτ_L. Please clarify the notation and make the measure-convergence statement precise.
  4. [References] The proof of key claims relies on [BL24], an arXiv preprint. The authors should state its current status (e.g., under review, published) and, given how much rests on it, include a more detailed summary of the relevant results from [BL24] in a dedicated appendix or make the companion paper publicly available and explicitly referenced with version/date.

Circularity Check

0 steps flagged

No circular reduction: the limiting distributions are derived from the PTASEP formula; the main caveat is that boundary/consistency extensions are delegated to same-author [BL24] with details omitted.

full rationale

The paper's central limit formula is not fitted: F_h is defined by explicit contour/Fredholm expressions and is obtained as the L→∞ limit of the finite-time PTASEP multipoint formula of [BL21], after proving new probabilistic representations (Theorems 3.10, 3.12) and performing steepest-descent asymptotics (Propositions 5.4, 5.9). No parameter is tuned to the target distribution, and no definition is circularly stated in terms of the limit it is supposed to predict. The only same-author load-bearing reliance is the extension from Proposition 5.1 (proved in detail for ordered times and strict beta inequalities) to the full Theorem 1.2, and the consistency of the F_h family in Proposition 2.2. The paper states this explicitly: in Section 5 it says the extension steps are in [BL24] and 'we only sketch the proof steps and provide the references, and omit the details'; in Section 6 it says Proposition 2.2 is 'similar to that for the case of the periodic narrow wedge initial condition in [BL24, Appendix A]' and 'we only provide a sketch of the proof.' Remark 1.3 also admits the new formulas are not directly checked against the known special-case formulas. These are legitimate completeness/self-citation concerns, but under the strict 'specific reduction' standard they are not circular: Proposition 5.1 is independently proved here, and the cited extension is claimed to be independent of the initial condition rather than derived from the present theorem. Hence no equation-level circularity is exhibited, and the derivation chain from PTASEP to the limiting distributions is self-contained at its core.

Axiom & Free-Parameter Ledger

0 free parameters · 5 axioms · 0 invented entities

The central claim rests on the cited finite-time PTASEP formula and on companion/prior results by the same authors, not on fitted constants or new physical entities. The only genuinely new object is the constructed periodic KPZ fixed point itself, which is the conclusion rather than an input assumption.

axioms (5)
  • domain assumption Finite-time multipoint distribution formula of [BL21, Thm 3.1] for PTASEP with arbitrary initial condition (restated as Theorem 3.13).
    The entire asymptotic analysis starts from this formula. Any hidden condition in [BL21] on the initial configuration or contours would propagate to Theorem 1.2.
  • domain assumption The [BL24] extension of Proposition 5.1 to boundary cases Ω_m \ Ω_m^+ and to arbitrary permutations is valid for all h ∈ UC_p.
    The paper only sketches this extension and omits details; the full statement of Theorem 1.2 and the consistency in Proposition 2.2 rely on it.
  • standard math Equivalence between the Fredholm-determinant definition and the series expansion of D_h(z) holds, as proved in [BL19, Lemma 4.8, Lemma 4.9].
    Used to define D_h in two equivalent forms and to pass to the asymptotic series expansion; not reproved in this paper.
  • standard math Kolmogorov extension theorem applies to the consistent family F_h on the product space.
    Invoked in the proof of Theorem 1.5 to pass from finite-dimensional distributions to a random field.
  • standard math Local central limit theorem and Bernstein-type estimates for the geometric random walk, as in [Pet75].
    Used in Sections 5.3 and 5.4 to obtain pointwise convergence and uniform trace-norm bounds for the kernels.

reviewed 2026-08-02 · how reviews work

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Cite this review

Pith. "Pith review of Periodic KPZ fixed point with general initial conditions." pith.science (2026). https://pith.science/paper/RNBMYOZK

@misc{pith2026260301964,
  author       = {Pith},
  title        = {Pith review of: Periodic KPZ fixed point with general initial conditions},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/RNBMYOZK}},
  note         = {Machine review of arXiv:2603.01964}
}
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read the original abstract

We consider the relaxation-time-scale limit of the periodic totally asymmetric simple exclusion process (PTASEP) with general initial conditions. For every sequence of initial conditions approximating a periodic upper semicontinuous function, we compute the limiting space-time multipoint distributions of the rescaled particle locations and height functions. The resulting finite-dimensional distributions are explicit and form a consistent family, thereby defining a spatially periodic space-time random field. We call this field the periodic KPZ fixed point with the corresponding initial condition. This extends earlier results for PTASEP with special initial conditions and defines the periodic analogue of the KPZ fixed point on the line. The main technical novelty is a pair of new probabilistic representations for the energy function and the characteristic function, the two functions through which the initial condition enters the finite-time PTASEP multipoint distribution formula. Both representations are expressed in terms of a geometric random walk and two stopping times, namely the first hitting time of the initial profile and the first such hitting time at or after one full period, with the latter capturing the periodic geometry.

Figures

Figures reproduced from arXiv: 2603.01964 by Jinho Baik, Yuchen Liao, Zhipeng Liu.

Figure 1
Figure 1. Figure 1: The roots of e−ζ 2/2 = z for z = 0.3eiπ/4 . The dashed line is the level curve |e −ζ 2/2 | = |z|. The integration contour lies in the half-plane Re(y) < 0, and is given by the union of the interval (−∞, Re(±ζ)] on the real axis and the line segment from Re(±ζ) to ±ζ. Since |ze(ζ 2−y 2 )/2 | < 1 on the integration contour, Li1/2(ze(ζ 2−y 2 )/2 ) is well defined. Thus, we find that the integrals are well def… view at source ↗
Figure 2
Figure 2. Figure 2: Roots and level sets for w N (w + 1)L−N = z L with N = 6, L = 18. Here r0 = 4 1/3 3 . Elements in Lz are called left Bethe roots and elements in Rz are called right Bethe roots, respectively. We also define the associated left and right Bethe polynomials qz,L(w) and qz,R(w) as follows: qz,L(w) := Y u∈Lz (w − u), qz,R(w) := Y v∈Rz (w − v). (3.7) In addition, we define the region ΩL to be the interior of the… view at source ↗

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Reference graph

Works this paper leans on

38 extracted references · 4 linked inside Pith · cited by 3 Pith papers

  1. [1]

    Scaling limit of the colored ASEP and stochastic six-vertex models, 2024

    Amol Aggarwal, Ivan Corwin, and Milind Hegde. Scaling limit of the colored ASEP and stochastic six-vertex models, 2024

  2. [2]

    Probability distribution of the free energy of the continuum directed random polymer in 1+1 dimensions

    Gideon Amir, Ivan Corwin, and Jeremy Quastel. Probability distribution of the free energy of the continuum directed random polymer in 1+1 dimensions. Comm. Pure Appl. Math. , 64(4):466--537, 2011

  3. [3]

    On the distribution of the length of the longest increasing subsequence of random permutations

    Jinho Baik, Percy Deift, and Kurt Johansson. On the distribution of the length of the longest increasing subsequence of random permutations. J. Amer. Math. Soc. , 12(4):1119--1178, 1999

  4. [4]

    TASEP on a ring in sub-relaxation time scale

    Jinho Baik and Zhipeng Liu. TASEP on a ring in sub-relaxation time scale . Journal of Statistical Physics , 165(6):1051--1085, 2016

  5. [5]

    Fluctuations of TASEP on a ring in relaxation time scale

    Jinho Baik and Zhipeng Liu. Fluctuations of TASEP on a ring in relaxation time scale. Comm. Pure Appl. Math. , 71(4):747--813, 2018

  6. [6]

    Multipoint distribution of periodic TASEP

    Jinho Baik and Zhipeng Liu. Multipoint distribution of periodic TASEP . J. Amer. Math. Soc. , 32(3):609--674, 2019

  7. [7]

    Periodic TASEP with general initial conditions

    Jinho Baik and Zhipeng Liu. Periodic TASEP with general initial conditions. Probab. Theory Related Fields , 179(3-4):1047--1144, 2021

  8. [8]

    Pinched-up periodic KPZ fixed point

    Jinho Baik and Zhipeng Liu . Pinched-up periodic KPZ fixed point . arXiv:2403.01624 , 2024

  9. [9]

    Jinho Baik, Zhipeng Liu, and Guilherme L. F. Silva. Limiting one-point distribution of periodic TASEP . Ann. Inst. Henri Poincar\' e Probab. Stat. , 58(1):248--302, 2022

  10. [10]

    On a family of symmetric rational functions

    Alexei Borodin. On a family of symmetric rational functions. Advances in Mathematics , 306:973 -- 1018, 2017

  11. [11]

    Brankov, Vladimir B

    Jordan G. Brankov, Vladimir B. Papoyan, Vahagn S. Poghosyan, and Vyatcheslav B. Priezzhev. The totally asymmetric exclusion process on a ring: Exact relaxation dynamics and associated model of clustering transition. Phys. A , 368(8):471480, 2006

  12. [12]

    Periodic P itman T ransforms and J ointly I nvariant M easures

    Ivan Corwin, Yu Gu, and Evan Sorensen. Periodic P itman T ransforms and J ointly I nvariant M easures. Comm. Math. Phys. , 407(3):Paper No. 49, 2026

  13. [13]

    Tropical combinatorics and W hittaker functions

    Ivan Corwin, Neil O'Connell, Timo Sepp\"al\"ainen, and Nikolaos Zygouras. Tropical combinatorics and W hittaker functions. Duke Math. J. , 163(3):513--563, 2014

  14. [14]

    Fluctuation exponents of the KPZ equation on a large torus

    Alexander Dunlap, Yu Gu, and Tomasz Komorowski. Fluctuation exponents of the KPZ equation on a large torus. Comm. Pure Appl. Math. , 76(11):3104--3149, 2023

  15. [15]

    Lebowitz

    Bernard Derrida and Joel L. Lebowitz. Exact large deviation function in the asymmetric exclusion process. Phys. Rev. Lett. , 80(2):209--213, 1998

  16. [16]

    The directed landscape

    Duncan Dauvergne, Janosch Ortmann, and B \'a lint Vir \'a g. The directed landscape . Acta Mathematica , 229(2):201 -- 285, 2022

  17. [17]

    Characterization of the directed landscape from the KPZ fixed point

    Duncan Dauvergne and Lingfu Zhang. Characterization of the directed landscape from the KPZ fixed point. arXiv:2412.13032 , 2024

  18. [18]

    Bethe ansatz calculation of the spectral gap of the asymmetric exclusion process

    Olivier Golinelli and Kirone Mallick. Bethe ansatz calculation of the spectral gap of the asymmetric exclusion process. J. Phys. A , 37(10):3321--3331, 2004

  19. [19]

    Spectral gap of the totally asymmetric exclusion process at arbitrary filling

    Olivier Golinelli and Kirone Mallick. Spectral gap of the totally asymmetric exclusion process at arbitrary filling. J. Phys. A , 38(7):1419--1425, 2005

  20. [20]

    Six-vertex model, roughened surfaces, and an asymmetric spin H amiltonian

    Leh-Hun Gwa and Herbert Spohn. Six-vertex model, roughened surfaces, and an asymmetric spin H amiltonian. Phys. Rev. Lett. , 68(6):725--728, 1992

  21. [21]

    Shape fluctuations and random matrices

    Kurt Johansson. Shape fluctuations and random matrices. Comm. Math. Phys. , 209(2):437--476, 2000

  22. [22]

    Dynamic scaling of growing interfaces

    Mehran Kardar, Giorgio Parisi, and Yi-Cheng Zhang. Dynamic scaling of growing interfaces. Phys. Rev. Lett. , 56:889--892, Mar 1986

  23. [23]

    Multi-point distribution of discrete time periodic TASEP

    Yuchen Liao. Multi-point distribution of discrete time periodic TASEP . Probab. Theory Related Fields , 182(3-4):1053--1131, 2022

  24. [24]

    Height fluctuations of stationary TASEP on a ring in relaxation time scale

    Zhipeng Liu. Height fluctuations of stationary TASEP on a ring in relaxation time scale. Ann. Inst. Henri Poincar\' e Probab. Stat. , 54(2):1031--1057, 2018

  25. [25]

    Multipoint distributions of the KPZ fixed point with compactly supported initial conditions

    Yuchen Liao and Zhipeng Liu. Multipoint distributions of the KPZ fixed point with compactly supported initial conditions. arXiv:2509.03246 , 2025

  26. [26]

    Contour integral formulas for P ush ASEP on the ring

    Jhih-Huang Li and Axel Saenz. Contour integral formulas for P ush ASEP on the ring. Ann. Probab. , 53(4):1434--1490, 2025

  27. [27]

    Integral formulas of ASEP and q - TAZRP on a ring

    Zhipeng Liu, Axel Saenz, and Dong Wang. Integral formulas of ASEP and q - TAZRP on a ring. Comm. Math. Phys. , 379(1):261--325, 2020

  28. [28]

    The KPZ fixed point

    Konstantin Matetski, Jeremy Quastel, and Daniel Remenik. The KPZ fixed point. Acta Math. , 227(1):115--203, 2021

  29. [29]

    Polynuclear growth and the T oda lattice

    Konstantin Matetski, Jeremy Quastel, and Daniel Remenik. Polynuclear growth and the T oda lattice. J. Eur. Math. Soc. (JEMS) , 2025. published online first

  30. [30]

    Vertex models, TASEP and G rothendieck polynomials

    Kohei Motegi and Kazumitsu Sakai. Vertex models, TASEP and G rothendieck polynomials. Journal of Physics A: Mathematical and Theoretical , 46(35):355201, 2013

  31. [31]

    One-sided reflected B rownian motions and the KPZ fixed point

    Mihai Nica, Jeremy Quastel, and Daniel Remenik. One-sided reflected B rownian motions and the KPZ fixed point. Forum Math. Sigma , 8:Paper No. e63, 16, 2020

  32. [32]

    V. V. Petrov. Sums of independent random variables . Springer-Verlag, New York, 1975. Translated from the Russian by A. A. Brown, Ergebnisse der Mathematik und ihrer Grenzgebiete, Band 82

  33. [33]

    Priezzhev

    Vyatcheslav B. Priezzhev. Exact nonstationary probabilities in the asymmetric exclusion process on a ring. Phys. Rev. Lett. , 91(5):050601, 2003

  34. [34]

    Finite-time fluctuations for the totally asymmetric exclusion process

    Sylvain Prolhac. Finite-time fluctuations for the totally asymmetric exclusion process. Phys. Rev. Lett. , 116:090601, 2016

  35. [35]

    Riemann surfaces for KPZ with periodic boundaries

    Sylvain Prolhac. Riemann surfaces for KPZ with periodic boundaries . SciPost Phys. , 8:008, 2020

  36. [36]

    Scaling for a one-dimensional directed polymer with boundary conditions

    Timo Sepp\"al\"ainen. Scaling for a one-dimensional directed polymer with boundary conditions. Ann. Probab. , 40(1):19--73, 2012

  37. [37]

    The heat and the landscape i

    B\'alint Vir\'ag. The heat and the landscape i. arXiv:2008.07241 , 2020

  38. [38]

    The KPZ equation and the directed landscape

    Xuan Wu. The KPZ equation and the directed landscape. arXiv:2301.00547 , 2023

This paper was first reviewed by deepseek-v4-flash on August 2, 2026.