- The paper proves that every nonzero dual-lattice direction has variance at least 1/12, yielding the sharp bound λSG(TΛ) ≥ π²/(3 CovKop) for any measurable fundamental domain.
- The paper uses Hadwiger’s translation method and log-concavity to bound the Cheeger constant by 1/R₁(K), and confirms the KLS inequality for flat tori using the resolution of Bourgain’s Slicing Problem.
- The paper shows that no dimension-free converse generally holds—even for isotropic Voronoi cells—while a sectional tiling condition restores two-sided spectral–covariance equivalence up to constants.
Overview
This note by Milman establishes quantitative relations between spectral and isoperimetric parameters of a flat torus TΛ=Rn/Λ and the covariance structure of a fundamental domain K for the lattice Λ. The central observation is elementary but sharp: every nonzero dual lattice vector has variance at least $1/12$ under the uniform measure on any measurable fundamental domain. This yields a lower bound on the spectral gap λSG(TΛ)=4π2λ1(Λ∗)2 in terms of the operator norm of CovK, and, via an argument going back to Hadwiger, an analogous bound on the isoperimetric profile and Cheeger constant. Combined with the recent resolution of Bourgain's Slicing Problem by Klartag and Lehec [KlartagLehec2025], these bounds give a positive resolution of the Kannan–Lovász–Simonovits (KLS) isoperimetric conjecture restricted to flat tori. The paper also records counterexamples showing that no dimension-free converse holds in general, and identifies a sectional tiling hypothesis under which the main inequality becomes an equivalence up to constants.
A sharp directional variance estimate
The key lemma states that if K is any measurable fundamental domain of Λ with finite second moment and ξ∈Λ∗ is nonzero, then
⟨CovKξ,ξ⟩≥121.
The proof is a direct Haar-measure computation: since K0 tiles K1 by K2-translates, K3 is Haar-uniform on K4 when K5 is uniform on K6. The character K7 is a surjective continuous homomorphism, so it pushes Haar measure forward to Haar measure on K8; the centered representative of K9 is then uniform on Λ0, whose second moment is exactly Λ1. Choosing a shortest nonzero dual vector gives
Λ2
The constant Λ3 is sharp, attained by Λ4, Λ5, and coordinate directions. Notably, the paper's AI declaration credits ChatGPT with observing this sharp constant, replacing a prior weaker universal constant valid only for convex Λ6.
An important caveat: the bound holds for any fundamental domain, but different domains yield very different estimates — e.g., for Λ7, the parallelogram generated by Λ8 and Λ9 has maximal covariance of order $1/12$0. The Voronoi cell $1/12$1 is presumably always the right choice, though this preference is not proved in general.
Isoperimetric bounds via Hadwiger's theorem
The isoperimetric analogue uses the parameter $1/12$2, the circumradius of the $1/12$3-centroid body of $1/12$4: the supremum over unit directions $1/12$5 of $1/12$6. Hadwiger's theorem (originally stated for $1/12$7; the proof is reproduced here because the original text is in German) asserts
$1/12$8
The proof avoids Crofton-type formulas and works directly for general sets of finite perimeter. It rests on a directional BV translation estimate: $1/12$9, established by mollification of periodic BV functions. Averaging translations over λSG(TΛ)=4π2λ1(Λ∗)20 yields λSG(TΛ)=4π2λ1(Λ∗)21 — the probability that two independent Haar-uniform points lie on opposite sides of λSG(TΛ)=4π2λ1(Λ∗)22 — and Fubini completes the argument. For λSG(TΛ)=4π2λ1(Λ∗)23, one has λSG(TΛ)=4π2λ1(Λ∗)24, giving a sharp Cheeger constant for the standard flat torus and, by reflection, for the unit cube.
When λSG(TΛ)=4π2λ1(Λ∗)25 has barycenter at the origin, Jensen's inequality gives λSG(TΛ)=4π2λ1(Λ∗)26, so the isoperimetric bound implies the spectral bound up to constants; for convex λSG(TΛ)=4π2λ1(Λ∗)27 the two are equivalent up to numeric constants, using λSG(TΛ)=4π2λ1(Λ∗)28 [MelbourneRoysdonTangTkocz2026].
The KLS conjecture on flat tori
The KLS conjecture [KLS1995] posits that every convex body satisfies λSG(TΛ)=4π2λ1(Λ∗)29 with dimension-independent CovK0. Via the Cheeger–Buser inequalities (with De Ponti–Mondino's improved constant under non-negative Ricci curvature), this is equivalent to a matching lower bound on the Neumann spectral gap. The conjecture reduces to isotropic bodies, where it is controlled by the isotropic constant CovK1; Klartag–Lehec's resolution of Bourgain's Slicing Problem gives CovK2 universally.
The results above confirm the KLS inequality for all flat tori, with respect to the covariance of any fundamental domain. The cleanest formulation: if CovK3 and the Voronoi cell CovK4 is isotropic, then CovK5, CovK6, and CovK7 are all bounded below by a universal constant independent of dimension. Any isotropic convex fundamental domain would serve equally well. For context, the full KLS conjecture is now known up to a factor CovK8 [Klartag2023, ChenKlartag2026, Letwin2026], so the toral result is strictly stronger than what is currently available for general convex bodies.
Counterexamples to a converse
A natural reverse inequality CovK9 fails badly. Combining the Autissier–Magazinov second-moment estimate for Voronoi cells (K0) with Siegel mean-value bounds on the covering radius relative to the dual systole (K1), there exist lattices K2 with
K3
so no dimension-free converse can hold for arbitrary Voronoi cells.
More strikingly, even isotropy of the Voronoi cell does not force a uniformly bounded spectral gap from above. The Barnes–Wall lattices K4 have isotropic Voronoi cells — irreducibility of the extraspecial Clifford subgroup of their automorphism group forces K5 to be a scalar matrix by Schur's lemma — yet, being unimodular and self-dual with K6,
K7
which grows without bound. The paper attributes (without verification) an even faster example to ChatGPT: duals of Craig cyclotomic lattices, with K8 along a subsequence of dimensions. This is essentially maximal, since the Hermite constant satisfies K9, so Λ0 for all unimodular Λ1 regardless of isotropy.
Equivalence under sectional tiling
The positive converse requires structure. Suppose Λ2 is a convex fundamental domain with barycenter at the origin, and there exists a hyperplane Λ3 such that (i) Λ4 tiles Λ5 by translations of Λ6, and (ii) Λ7 for some Λ8. Then
Λ9
so the spectral-gap/covariance relation becomes a two-sided equivalence up to constants.
The proof combines three ingredients. First, tiling forces ξ∈Λ∗0 for some primitive ξ∈Λ∗1, and the covolume identity ξ∈Λ∗2 follows from a fundamental-prism volume count. Second, the density ξ∈Λ∗3 of ξ∈Λ∗4 for ξ∈Λ∗5 uniform on ξ∈Λ∗6 is log-concave (Brunn–Minkowski) with mean zero, so Hensley–Fradelizi bounds give ξ∈Λ∗7. Third, the sectional tiling hypothesis makes ξ∈Λ∗8 exactly. Together with assumption (ii), this yields the upper bound.
Via the near-resolution of KLS, this gives an almost-equivalence between ξ∈Λ∗9 and ⟨CovKξ,ξ⟩≥121.0 under the same hypotheses; the ⟨CovKξ,ξ⟩≥121.1 factor could be removed under the much stronger condition that ⟨CovKξ,ξ⟩≥121.2 tiles ⟨CovKξ,ξ⟩≥121.3 by repeated reflections across its facets, which the paper does not pursue.
Limitations and open questions
Several qualifications are explicit in the paper. The claim that the Voronoi cell is always preferable among fundamental domains is asserted as plausible ("presumably") rather than proved. The Craig-lattice counterexample in Remark 5.2 is reported on ChatGPT's authority and explicitly not verified by the author. The sectional tiling criterion requires both a genuine hyperplane section that tiles and a variance concentration condition in the normal direction; whether some weaker structural condition suffices for the equivalence is not addressed. Finally, the equivalence between ⟨CovKξ,ξ⟩≥121.4 and ⟨CovKξ,ξ⟩≥121.5 under sectional tiling retains the ⟨CovKξ,ξ⟩≥121.6 gap inherited from the current state of the KLS problem, so closing it here is contingent on resolving KLS in full.
Conclusion
The paper distills a short chain of classical ideas — Haar-uniformity of fundamental domains, characters of the torus, Hadwiger's translation averaging, and log-concavity of marginals — into sharp spectral and isoperimetric lower bounds for flat tori in terms of covariance data of fundamental domains. Its principal contributions are the sharp ⟨CovKξ,ξ⟩≥121.7 variance constant, the resulting unconditional confirmation of the KLS conjecture for all flat tori (with dimension-free constants whenever the Voronoi cell is isotropic), the demonstration via Barnes–Wall and related lattices that no dimension-free upper bound on the spectral gap survives even under isotropy, and a clean sectional tiling criterion restoring two-sided equivalence. The note also transparently documents substantial use of a LLM in obtaining the sharp constant and the counterexamples, an increasingly relevant practice in mathematical research.