REVIEW 2 major objections 7 minor 82 references
A phase transition for the hard sphere model on the hyperbolic plane
T0 review · 2 major / 7 minor · reviewed 2026-07-30 · grok-4.5
Pith's one-line read The hard-sphere model on the hyperbolic plane has a phase transition for an unbounded open set of radii.
desk verdict First continuum hard-sphere phase transition, proved cleanly on H² by separating near-optimal lattice Gibbs states from weak-Poisson ones via annealed entropy. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
The density gap D_Pois(H²,r) < D_opt(H²,r) at the tight radii and nearby: lattice optimizers have annealed entropy −∞ while every weak Poisson factor has non-negative annealed entropy, so the high-density Gibbs measure built from lattices cannot coincide with the low-density Gibbs measure built from Glauber dynamics.
What would settle it
Exhibit, at one of the tight radii r_n, either a second isometry-invariant packing measure of the same optimal density or a weak Poisson factor that achieves that density; either would collapse the separation used to produce two Gibbs measures.
Extended reading notes
Core claim
There exists an unbounded open set R₂ of radii such that, for every r in R₂, the hard-sphere model on the hyperbolic plane admits at least two distinct isometry-invariant Gibbs measures once the activity is large enough; in particular R₂ contains an interval (ρ, ∞).
Load-bearing premise
At a countable set of special radii the unique densest packing measure is a periodic lattice packing; if that uniqueness or periodicity failed, the density-gap argument would not start.
Editorial extensions
If this is right
- For every radius in the open set R₂ the activity threshold λ_u(H²,r) is finite, so uniqueness fails at large chemical potential.
- There exist completely saturated packings of strictly sub-optimal density in the hyperbolic plane.
- Density of invariant hard-sphere measures is not a function of activity alone once activity is large.
- The same density-gap strategy yields a phase transition for all sufficiently large radii, including the horoball (infinite-radius) limit.
Reading between the lines
- If the unique-optimizer property can be established for horoball packings in H³, the same argument would give a phase transition in three-dimensional hyperbolic space for large radii.
- The gap between Poisson-factor density and optimal density quantifies how much “randomness” costs in non-amenable geometry and may bound the performance of local packing algorithms on random hyperbolic surfaces.
- Failure of the Euclidean analogue is consistent with amenability: there the Poisson-factor density can reach the optimum, so the separation step is unavailable.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper proves the first phase transition for the continuum hard-sphere model in any geometry: on the hyperbolic plane there is an unbounded open set of radii R₂, containing an interval (ρ,∞), such that λ_u(H²,r) < ∞ for r ∈ R₂ (Theorem 2). The proof constructs two isometry-invariant (r,λ)-Gibbs measures of different densities at large λ. §4 (Theorem 25) builds a near-optimally-dense Gibbs measure by lifting high-activity finite-volume models on Benjamini–Schramm-convergent lattice quotients, with volume-independent activity thresholds (Lemma 27). §5 (Theorem 32) builds a Gibbs measure that is a weak Poisson factor by running empty-start spatial birth–death dynamics and driving the GNZ defect to zero via entropy/Fisher-information dissipation on quotients (Lemmas 42–45). §6 (Theorem 47) shows measures supported on lattice orbits are not weak Poisson factors: after reduction to free-group actions, lattice actions have annealed (sofic) entropy −∞ (Proposition 58) while weak Bernoulli factors have h_ann ≥ 0 (Proposition 57). Combined with uniqueness and periodicity of the optimal packing measures at the tight radii {r_n} and at ∞ (Theorems 4, 22), Lemma 59 yields D_Pois < D_opt on an open unbounded set (Theorem 6), hence non-uniqueness; Theorem 8 gives suboptimal completely saturated packings.
Significance. If correct, this is a landmark: the first proof of a phase transition in the hard-sphere model in any dimension or space, a problem open since Boltzmann and unresolved even in R²/R³. The argument is modular and largely self-contained, and it introduces two tools of independent interest: (i) entropy-dissipation control of the GNZ defect for continuum Glauber dynamics in a non-amenable setting, extending Holley–Stroock/Holley/Shriver ideas beyond amenability; (ii) the first use of annealed sofic entropy to separate structured from random-like Gibbs measures in statistical mechanics. The results are concrete and checkable: explicit tight radii with a closed-form optimal density, a corollary (Theorem 8) on completely saturated suboptimal packings that is false in R^d, and well-posed open problems (§8, e.g. Question 65 on random hyperbolic surfaces) that make the approach falsifiable in principle. The reliance on prior packing theory is clearly delineated. I verified the main reductions (§§4–7) in detail and found them sound; the soft spots are localized to imported uniqueness inputs and a definitional reconciliation, both addressable locally.
major comments (2)
- [§3.1, §3.3 (Theorem 22); Lemma 59] Lemma 59 — the linchpin of Theorems 6 and 2 — requires that at the radii used, EVERY invariant optimizer be the periodic measure. For finite tight radii this is Theorem 4, cited to [13] (adequate). But the supporting uniqueness statements in the text rest on weaker citations: §3.1 ('by uniqueness of the packing (see e.g., the remark after Theorem 2.1 [46])') and, critically, Theorem 22 ('This packing uniquely realizes the simplex bound (see, e.g., the remark after Proposition 2.2 in [46])'). The (ρ,∞) clause of Theorem 2 depends entirely on the horoball case, so its uniqueness input should not rest on remarks in [46]. Please state the equality-case rigidity of Böröczky's simplex bound (and its horoball analogue) as a lemma with a proof sketch or a theorem-level citation, and add the one-sentence ergodic-decomposition step from packing-level to measure-level uniqueness (density is affine,
- [Definitions 5 vs 16; Lemma 59; Remark 17] The manuscript uses two definitions of Poisson factor: Definition 5 (packings, via Isom-equivariant maps on Ω_T(X), i.e. marked Poisson processes on X×[0,T]) and Definition 16 (G-equivariant factors of a Haar–Poisson process on G). The separation argument silently identifies them: Lemma 59 bounds densities of Def-5 weak Poisson factors, while Theorem 47 (via Theorem 48 and Corollary 54) excludes Def-16 weak Poisson factors. Remark 17 only treats the unmarked case H² = G/K. What is needed is that every Def-5 weak Poisson factor is a Def-16 weak Poisson factor — i.e. that i.i.d. [0,T]-marks can be produced G-equivariantly from a Haar–Poisson process on G (e.g. using the Poisson configuration in the compact K-fibers). This is presumably routine, but as written the key lemma conflates two a priori different classes; please add an explicit reconciliation lemma.
minor comments (7)
- [§6.2, Proposition 57] Proposition 57 needs h_ann ≥ 0 for weak Bernoulli factors; the proof cites [48, Theorem 3.2] (completely positive sofic entropy of Bernoulli actions), and footnote 6 acknowledges that only non-negativity is needed but 'a short proof of that does not appear to be in the literature.' Since sofic entropy in [48] is a priori the quenched quantity, one sentence justifying that it yields the annealed statement for free groups (or the short direct argument alluded to) would close a small gap in the citation chain.
- [§1.4 vs §5.1] Definition 5 builds marks in [0,T], but the Glauber construction of §5.1 uses a Poisson process on X×R_+×R_+ (birth time and lifetime). A sentence noting that the time-t configuration is a factor of the process restricted to X×[0,t]×R_+ (and thinning the lifetime mark) would align Lemma 36 with Definition 5.
- [Definition 1] Definition 1: 'there are at least two distinct (r, λ)-Gibbs measure' → 'measures'. Similar number-agreement slips occur elsewhere (e.g. §1, 'there always exists at least one').
- [Throughout] There are recurring typesetting artifacts: missing spaces ('inR 2', 'H d', 'onR d'), 'F act 12/38/39' running into the text, and the sentence break after (11) ('...1{s∈(t,t+ℓ]} andν s ∈M r(X) is the law of ηs'). Please proofread the source.
- [References] Reference [43] (Jahnel–Köppl–Steenbeck–Zass) lacks a year and venue/arXiv identifier; please complete it.
- [§7, Theorem 8] The proof of Theorem 8 is a sketch relying on [9, Theorem 3.1]; it would help to state explicitly which lemmas of [9] (e.g. the Borel selection in [9, Lemma 4.1]) transfer verbatim to the weak-Poisson-factor setting and which need modification.
- [§7, Theorem 2] It may be worth stating in §7 that the argument gives λ_u(H², r) ≤ λ₀(r) with λ₀ from Theorem 25, and that no monotonicity of non-uniqueness in λ is claimed (cf. the discussion after Definition 1), to prevent misreading of the main theorem.
Circularity Check
No significant circularity: phase transition is a modular existence proof using independent density constructions and annealed-entropy separation; uniqueness of tight-radius optimizers is imported prior packing theory, not defined in terms of the Gibbs claim.
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uniqueness imported from authors
[Lemma 59; Theorem 4 citing [13]; §3.1 remark after Thm 2.1 [46]; §3.3 Thm 22 / remark after Prop 2.2 [46]]
"Suppose there exists a unique optimally dense measure on radius ρ packings and it is periodic. Then D_Pois(H^d, ρ) < D_opt(H^d, ρ). ... By the assumption of uniqueness of the optimally dense packing, we have that µ must be a periodic weak Poisson factor. This contradicts Theorem 47."
Lemma 59's gap at the tight radii rests on uniqueness+periodicity of the optimizer, imported from Bowen–Radin [13] (overlapping authors) and Kellerhals remarks rather than re-proved here. This is load-bearing for Thm 6 at exactly {r_n}∪{∞}, but it is not circular in the strong sense: uniqueness is a packing-theoretic input whose statement does not mention Gibbs measures, λ_u, or D_Pois, and the paper's new work (GNZ/Glauber construction and annealed-entropy separation) does not redefine or fit that uniqueness.
full rationale
The derivation chain is: (i) §4 lifts finite-volume hard-sphere measures on BS-convergent lattice quotients to isometry-invariant (r,λ)-Gibbs measures of density arbitrarily close to D_opt (Thm 25/Cor 30); (ii) §5 runs empty-start spatial birth-death dynamics, controls GNZ defect via entropy dissipation on quotients, and obtains a weak-Poisson-factor Gibbs measure of density ≤ D_Pois (Thm 32); (iii) §6 shows lattice-supported measures have annealed entropy −∞ while weak Poisson/Bernoulli factors have h_ann ≥ 0, so optimal lattice measures µ_n are not weak Poisson factors (Thm 47); (iv) uniqueness+periodicity of optimizers at {r_n}∪{∞} (Thms 4, 22) plus continuity of D_opt and upper semi-continuity of D_Pois yield an open unbounded set where D_Pois < D_opt (Thm 6), hence distinct Gibbs measures for large λ (Thm 2). Densities D_opt, D_Pois, D_Gibbs are defined independently of one another and of λ_u; the gap is not fitted and not definitional. Self-citations ([10],[13]) and Kellerhals remarks supply packing uniqueness used as a black-box hypothesis of Lemma 59—they do not encode the phase-transition conclusion. This is ordinary dependence on prior theorems, not circular reduction. Score 1 only for the mild pattern that uniqueness is author-overlapping prior work load-bearing for the gap at the exact tight radii; the open-set and entropy arguments remain independent content.
Assumptions & free parameters
assumptions (7)
- standard math DLR and GNZ characterizations of continuum Gibbs point processes are equivalent (Georgii; Nguyen–Zessin; modern treatment as in Jansen).
- domain assumption At tight radii r_n (n≥7) and for horoballs (r=∞) there is a unique isometry-invariant optimally dense packing measure, and it is periodic (Bowen–Radin; Böröczky simplex bound).
- domain assumption In H², periodic measures are dense in the space of invariant packing measures and D_opt(H²,r)=D_per(H²,r) is continuous in r∈(0,∞] (Bowen).
- standard math Lattices in Isom(H^d) are residually finite, so finite-index subgroups yield BS-convergent quotients (standard; Fact 14).
- standard math Howe–Moore ergodicity and finite topological/measure-theoretic entropy of lattice translations by free-group elements (Bowen; Handel–Kitchens).
- standard math Annealed (sofic) entropy of free-group actions: weak Bernoulli factors have hann≥0; non-atomic finite-entropy actions have hann=−∞ (Bowen f-invariant theory).
- domain assumption Spheres have measure zero and there exist BS-convergent uniform lattice quotients (Assumption 31).
invented entities (2)
-
Weak Poisson factor (and D_Pois)
independent evidence
-
GNZ defect Δ_ν(F)
independent evidence
Cite this review
Pith. "Pith review of A phase transition for the hard sphere model on the hyperbolic plane." pith.science (2026). https://pith.science/paper/PJTUJ6LE
@misc{pith2026260723873,
author = {Pith},
title = {Pith review of: A phase transition for the hard sphere model on the hyperbolic plane},
year = {2026},
howpublished = {\url{https://pith.science/paper/PJTUJ6LE}},
note = {Machine review of arXiv:2607.23873}
}
abstract
The hard sphere model is a classical model from statistical physics in which particles are represented by equal-sized spheres. Longstanding predictions from the physics literature indicate that in $\mathbb{R}^2$ and $\mathbb{R}^3$ the system undergoes a phase transition, but it remains a major open problem to confirm this. We prove the existence of a phase transition for this model in the hyperbolic plane.
Figures
Reference graph
Works this paper leans on
-
[13]
Bowen and C
L. Bowen and C. Radin. Densest packing of equal spheres in hyperbolic space.Discrete & Computational Ge- ometry, 29:23–39, 2002
2002
-
[46]
Kellerhals
R. Kellerhals. Ball packings in spaces of constant curvature and the simplicial density function. volume 494, pages 189–203. 1998. Dedicated to Martin Kneser on the occasion of his 70th birthday
1998
-
[1]
Abert, N
M. Abert, N. Bergeron, I. Biringer, T. Gelander, N. Nikolov, J. Raimbault, and I. Samet. On the growth of L2-invariants for sequences of lattices in Lie groups.Ann. of Math. (2), 185(3):711–790, 2017
2017
-
[2]
Ab´ ert and I
M. Ab´ ert and I. Biringer. Unimodular measures on the space of all Riemannian manifolds.Geom. Topol., 26(5):2295–2404, 2022
2022
-
[3]
B. J. Alder and T. E. Wainwright. Phase transition for a hard sphere system.The Journal of Chemical Physics, 27(5):1208–1209, 1957
1957
-
[4]
Anari, K
N. Anari, K. Liu, and S. O. Gharan. Spectral independence in high-dimensional expanders and applications to the hardcore model.SIAM Journal on Computing, (0):FOCS20–1, 2021
2021
-
[5]
Beer.Topologies on closed and closed convex sets, volume 268 ofMathematics and its Applications
G. Beer.Topologies on closed and closed convex sets, volume 268 ofMathematics and its Applications. Kluwer Academic Publishers Group, Dordrecht, 1993
1993
-
[6]
M. B. Bekka and M. Mayer.Ergodic theory and topological dynamics of group actions on homogeneous spaces, volume 269 ofLondon Mathematical Society Lecture Note Series. Cambridge University Press, Cambridge, 2000
2000
Show all 82 references
-
[7]
E. P. Bernard and W. Krauth. Two-step melting in two dimensions: First-order liquid-hexatic transition.Physical Review Letters, 107(15):155704, 2011
2011
-
[8]
B¨ or¨ oczky
K. B¨ or¨ oczky. Packing of spheres in spaces of constant curvature.Acta Math. Acad. Sci. Hungar., 32(3-4):243–261, 1978
1978
-
[9]
L. Bowen. On the existence of completely saturated packings and completely reduced coverings.Geometriae Dedicata, 98:211–226, 2003
2003
-
[10]
L. Bowen. Periodicity and circle packings of the hyperbolic plane.Geom. Dedicata, 102:213–236, 2003
2003
-
[11]
L. Bowen. The ergodic theory of free group actions: entropy and thef-invariant.Groups Geom. Dyn., 4(3):419– 432, 2010
2010
-
[12]
L. Bowen. Non-abelian free group actions: Markov processes, the Abramov-Rohlin formula and Yuzvinskii’s formula.Ergodic Theory Dynam. Systems, 30(6):1629–1663, 2010
2010
-
[14]
Bowen and R
L. Bowen and R. D. Tucker-Drob. On a co-induction question of Kechris.Israel J. Math., 194(1):209–224, 2013
2013
-
[15]
L. P. Bowen. A measure-conjugacy invariant for free group actions.Ann. of Math. (2), 171(2):1387–1400, 2010. 40 LEWIS BOWEN, MARCUS MICHELEN, AND WILL PERKINS
2010
-
[16]
R. Bowen. Entropy for group endomorphisms and homogeneous spaces.Trans. Amer. Math. Soc., 153:401–414, 1971
1971
-
[17]
G. R. Brightwell, O. H¨ aggstr¨ om, and P. Winkler. Nonmonotonic behavior in hard-core and Widom–Rowlinson models.Journal of statistical physics, 94(3):415–435, 1999
1999
-
[18]
Campos, M
M. Campos, M. Jenssen, M. Michelen, and J. Sahasrabudhe. A new lower bound for sphere packing.arXiv preprint arXiv:2312.10026, 2023
2023 arXiv
-
[19]
Charbonneau, P
P. Charbonneau, P. K. Morse, W. Perkins, and F. Zamponi. Three simple scenarios for high-dimensional sphere packings.Physical Review E, 104(6):064612, 2021
2021
-
[20]
H. Cohn. A conceptual breakthrough in sphere packing.Notices of the American Mathematical Society, 64(2):102– 115, 2017
2017
-
[21]
H. Cohn, A. Kumar, S. D. Miller, D. Radchenko, and M. Viazovska. The sphere packing problem in dimension 24.Ann. of Math. (2), 185:1017–1033, 2017
2017
-
[22]
J. H. Conway and N. J. A. Sloane.Sphere packings, lattices and groups, volume 290. Springer, third edition, 1999
1999
-
[23]
Dobruschin
P. Dobruschin. The description of a random field by means of conditional probabilities and conditions of its regularity.Theory of Probability & Its Applications, 13(2):197–224, 1968
1968
-
[24]
R. L. Dobrushin. The problem of uniqueness of a Gibbsian random field and the problem of phase transitions. Functional Analysis and its Applications, 2(4):302–312, 1968
1968
-
[25]
Fejes T´ oth, G
G. Fejes T´ oth, G. Kuperberg, and W. Kuperberg. Highly saturated packings and reduced coverings.Monatsh. Math., 125(2):127–145, 1998
1998
-
[26]
Fejes T´ oth.Regular figures
L. Fejes T´ oth.Regular figures. A Pergamon Press Book. The Macmillan Company, New York, 1964
1964
-
[27]
Finkelshtein, Y
D. Finkelshtein, Y. Kondratiev, and O. Kutoviy. Correlation functions evolution for the Glauber dynamics in continuum. InSemigroup Forum, volume 85, pages 289–306. Springer, 2012
2012
-
[28]
Finkelshtein, Y
D. Finkelshtein, Y. Kondratiev, and O. Kutoviy. Semigroup approach to birth-and-death stochastic dynamics in continuum.Journal of Functional Analysis, 262(3):1274–1308, 2012
2012
-
[29]
Finkelshtein, Y
D. Finkelshtein, Y. Kondratiev, and O. Kutoviy. Statistical dynamics of continuous systems: perturbative and approximative approaches.Arabian Journal of Mathematics, 4(4):255–300, 2015
2015
-
[30]
Friedli and Y
S. Friedli and Y. Velenik.Statistical mechanics of lattice systems: a concrete mathematical introduction. Cam- bridge University Press, 2017
2017
-
[31]
Galvin and J
D. Galvin and J. Kahn. On phase transition in the hard-core model onZ d.Combinatorics, Probability and Computing, 13(2):137–164, 2004
2004
-
[32]
Gamarnik and M
D. Gamarnik and M. Sudan. Limits of local algorithms over sparse random graphs.Annals of Probability, pages 2353–2376, 2017
2017
-
[33]
N. L. Garcia. Birth and death processes as projections of higher-dimensional poisson processes.Advances in applied probability, 27(4):911–930, 1995
1995
-
[34]
N. L. Garcia and T. G. Kurtz. Spatial birth and death processes as solutions of stochastic equations.ALEA Lat. Am. J. Probab. Math. Stat., 1:281–303, 2006
2006
-
[35]
G¨ obel, M
A. G¨ obel, M. Jenssen, M. Michelen, M. Pappik, W. Perkins, and L. Schiller. Uniqueness, analyticity and mixing for Gibbs point processes via spectral gaps.arXiv preprint arXiv:2606.28009, 2026
2026 arXiv
-
[36]
H.-O. Georgii. Canonical and grand canonical Gibbs states for continuum systems.Communications in Mathe- matical Physics, 48(1):31–51, 1976
1976
-
[37]
Georgii and T
H.-O. Georgii and T. K¨ uneth. Stochastic comparison of point random fields.Journal of Applied Probability, 34(4):868–881, 1997
1997
-
[38]
Greschonig and K
G. Greschonig and K. Schmidt. Ergodic decomposition of quasi-invariant probability measures.Colloq. Math., 84/85(part 2):495–514, 2000. Dedicated to the memory of Anzelm Iwanik
2000
-
[39]
Hadas and R
D. Hadas and R. Peled. On the critical fugacity of the hard-core model on regular bipartite graphs.arXiv preprint arXiv:2603.27144, 2026
2026
-
[40]
Handel and B
M. Handel and B. Kitchens. Metrics and entropy for non-compact spaces.Israel J. Math., 91(1-3):253–271, 1995. With an appendix by Daniel J. Rudolph
1995
-
[41]
R. Holley. Free energy in a Markovian model of a lattice spin system.Comm. Math. Phys., 23:87–99, 1971
1971
-
[42]
R. A. Holley and D. W. Stroock. Nearest neighbor birth and death processes on the real line.Acta Math., 140(1-2):103–154, 1978. A PHASE TRANSITION FOR THE HARD SPHERE MODEL ON THE HYPERBOLIC PLANE 41
1978
-
[43]
Jahnel, J
B. Jahnel, J. K¨ oppl, Y. Steenbeck, and A. Zass. Reversible birth-and-death dynamics in continuum: Free-energy dissipation and attractor properties
-
[44]
S. Jansen. Gibbsian point processes.preprint, 2018
2018
-
[45]
S. Jansen. Cluster expansions for Gibbs point processes.Advances in Applied Probability, 51(4):1129–1178, 2019
2019
-
[47]
F. P. Kelly. Stochastic models of computer communication systems.Journal of the Royal Statistical Society: Series B (Methodological), 47(3):379–395, 1985
1985
-
[48]
D. Kerr. Bernoulli actions of sofic groups have completely positive entropy.Israel J. Math., 202(1):461–474, 2014
2014
-
[49]
J. F. C. Kingman.Poisson processes, volume 3. Clarendon Press, 1992
1992
-
[50]
B. Klartag. Lattice packing of spheres in high dimensions using a stochastically evolving ellipsoid.Inventiones mathematicae, pages 1–29, 2026
2026
-
[51]
Kondratiev and E
Y. Kondratiev and E. Lytvynov. Glauber dynamics of continuous particle systems. InAnnales de l’IHP Proba- bilit´ es et statistiques, volume 41, pages 685–702, 2005
2005
-
[52]
R. T. Kozma and J. Szirmai. Optimally dense packings for fully asymptotic coxeter tilings by horoballs of different types.Monatshefte f¨ ur Mathematik, 168(1):27–47, 2012
2012
-
[53]
W. Krieger. On entropy and generators of measure-preserving transformations.Trans. Amer. Math. Soc., 149:453–464, 1970
1970
-
[54]
O. E. Lanford III and D. Ruelle. Observables at infinity and states with short range correlations in statistical mechanics.Communications in Mathematical Physics, 13(3):194–215, 1969
1969
-
[55]
Last and M
G. Last and M. Penrose.Lectures on the Poisson process, volume 7. Cambridge University Press, 2017
2017
-
[56]
H. L¨ owen. Melting, freezing and colloidal suspensions.Physics Reports, 237(5):249–324, 1994
1994
-
[57]
H. L¨ owen. Fun with hard spheres. InStatistical physics and spatial statistics, volume 554, pages 295–331. Springer, 2000
2000
-
[58]
Magee and D
M. Magee and D. Puder. The asymptotic statistics of random covering surfaces.Forum Math. Pi, 11:Paper No. e15, 51, 2023
2023
-
[59]
Michelen and W
M. Michelen and W. Perkins. Analyticity for classical gasses via recursion.Communications in Mathematical Physics, 399(1):367–388, 2023
2023
-
[60]
Michelen and W
M. Michelen and W. Perkins. Potential-weighted connective constants and uniqueness of Gibbs measures.Com- munications in Mathematical Physics, 406(2):32, 2025
2025
-
[61]
L. Monk. Benjamini-Schramm convergence and spectra of random hyperbolic surfaces of high genus.Anal. PDE, 15(3):727–752, 2022
2022
-
[62]
D. W. Morris.Introduction to arithmetic groups. Deductive Press, [place of publication not identified], 2015
2015
-
[63]
Mossel, D
E. Mossel, D. Weitz, and N. Wormald. On the hardness of sampling independent sets beyond the tree threshold. Probability Theory and Related Fields, 143(3-4):401–439, 2009
2009
-
[64]
Mulero.Theory and simulation of hard-sphere fluids and related systems
´A. Mulero.Theory and simulation of hard-sphere fluids and related systems. Springer, 2008
2008
-
[65]
Nevo and E
A. Nevo and E. M. Stein. Analogs of Wiener’s ergodic theorems for semisimple groups I.Annals of mathematics, 145(3):565–595, 1997
1997
-
[66]
X. X. Nguyen and H. Zessin. Integral and differential characterizations of the Gibbs process.Mathematische Nachrichten, 88(1):105–115, 1979
1979
-
[67]
Parisi and F
G. Parisi and F. Zamponi. Mean-field theory of hard sphere glasses and jamming.Reviews of Modern Physics, 82(1):789, 2010
2010
-
[68]
Peled and W
R. Peled and W. Samotij. Odd cutsets and the hard-core model onZ d. InAnnales de l’IHP Probabilit´ es et statistiques, volume 50, pages 975–998, 2014
2014
-
[69]
Rahman and B
M. Rahman and B. Vir´ ag. Local algorithms for independent sets are half-optimal.The Annals of Probability, 45(3):1543–1577, 2017
2017
-
[70]
Richthammer
T. Richthammer. Translation-invariance of two-dimensional Gibbsian point processes.Comm. Math. Phys., 274:81–122, 2007
2007
-
[71]
C. A. Rogers. The packing of equal spheres.Proceedings of the London Mathematical Society, 3(4):609–620, 1958
1958
-
[72]
Ruelle.Statistical mechanics: Rigorous results
D. Ruelle.Statistical mechanics: Rigorous results. World Scientific, 1999
1999
-
[73]
C. Shriver. Free energy, Gibbs measures, and Glauber dynamics for nearest-neighbor interactions.Comm. Math. Phys., 398(2):679–702, 2023. 42 LEWIS BOWEN, MARCUS MICHELEN, AND WILL PERKINS
2023
-
[74]
A. Sly. Computational transition at the uniqueness threshold. In2010 IEEE 51st Annual Symposium on Foun- dations of Computer Science, pages 287–296. IEEE, 2010
2010
-
[75]
F. Spitzer. Markov random fields on an infinite tree.The Annals of Probability, 3(3):387–398, 1975
1975
-
[76]
F. Spitzer. Stochastic time evolution of one dimensional infinite particle systems.Bull. Amer. Math. Soc., 83(5):880–890, 1977
1977
-
[77]
J. Tits. Free subgroups in linear groups.J. Algebra, 20:250–270, 1972
1972
-
[78]
G. F. T¨ oth and W. Kuperberg. Packing and covering with convex sets. InHandbook of Convex Geometry, pages 799–860. Elsevier, 1993
1993
-
[79]
M. S. Viazovska. The sphere packing problem in dimension 8.Ann. of Math. (2), 185:991–1015, 2017
2017
-
[80]
D. Weitz. Counting independent sets up to the tree threshold. InProceedings of the Thirty-Eighth Annual ACM Symposium on Theory of Computing, STOC 2006, pages 140–149. ACM, 2006
2006
-
[81]
Wood and J
W. Wood and J. Jacobson. Preliminary results from a recalculation of the Monte Carlo equation of state of hard spheres.The Journal of Chemical Physics, 27(5):1207–1208, 1957
1957
-
[82]
R. J. Zimmer.Ergodic theory and semisimple groups, volume 81 ofMonographs in Mathematics. Birkh¨ auser Verlag, Basel, 1984. University of Texas at Austin, Department of Mathematics Email address:lpbowen@math.utexas.edu Northwestern University, Department of Mathematics Email a...
1984
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