The barycenter conjecture for one-dimensional free Gibbs measures

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Let f:R→Rf:\mathbb{R}\rightarrow\mathbb{R} be continuous and satisfy the assumptions denoted by (gibbs)(\mathrm{gibbs}). For λ∈R\lambda\in\mathbb{R}, let the free Gibbs measure associated with f+λ id⁡f+\lambda\,\operatorname{id} be the corresponding equilibrium measure, and call its barycenter ∫x dνf+λ id⁡(x)\int x\,d\nu_{f+\lambda\,\operatorname{id}}(x). Barycenter conjecture. There exists λ∈R\lambda\in\mathbb{R} such that the free Gibbs measure associated with f+λ id⁡f+\lambda\,\operatorname{id} has barycenter zero, that is,

∫x dνf+λ id⁡(x)=0.\int x\,d\nu_{f+\lambda\,\operatorname{id}}(x)=0.

Establishing this would remove the main obstacle to the centered reduction used in the proof of the sharp symmetrized free transport-entropy inequality; the supplied text presents it as an unresolved question.

References

Primary source

Charles-Philippe Diez, “A sharp symmetrized free transport-entropy inequality for the semicircular law”, arXiv:2410.02715 (2024).

Progress summary

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A reader has claimed a smooth counterexample, but no independent source has verified it, so the conjecture remains open.

The conjecture asks whether every admissible one-dimensional potential can be shifted by a linear term so that its free Gibbs measure has barycenter zero. The original paper presents this as the main obstacle to its centered reduction.

Community submission (unverified), August 26, 2026

A submitted argument claims the conjecture is false for f(x)=2log⁡(1+(x−1)2)f(x)=2\log(1+(x-1)^2): symmetry about 11 allegedly forces the unshifted equilibrium barycenter to be 11, while every nonzero linear tilt makes the variational problem unbounded, leaving no admissible tilt with barycenter zero. This counterexample has not been independently verified.

Current status (as of August 2026): The conjecture remains officially open; an unverified community submission claims a counterexample, but no published or independently checked resolution was found.

Sources

Solutions 1

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MathDB #365102: the logarithmic-growth barycenter conjecture is false

Result

The literal Conjecture 1 of arXiv:2410.02715v2 is false. A smooth counterexample is

f(x)=2log⁡(1+(x−1)2).(1)f(x)=2\log\bigl(1+(x-1)^2\bigr). \tag{1}

This potential satisfies the source's logarithmic confinement assumption. Its free Gibbs measure exists and has barycenter 11, not zero. Moreover, for every nonzero linear tilt f+λid⁡f+\lambda\operatorname{id}, the free-energy variational problem is unbounded above. Consequently there is no λ\lambda whose associated free Gibbs equilibrium has barycenter zero.

1. The source hypothesis holds

The one-dimensional existence assumption numbered (14) in the source is

lim⁡∣x∣→∞(u(x)−2log⁡∣x∣)=+∞.(2)\lim_{|x|\to\infty}\bigl(u(x)-2\log|x|\bigr)=+\infty. \tag{2}

The function in (1) is real-valued, smooth, and

f(x)−2log⁡∣x∣=2log⁡(1+(x−1)2∣x∣)⟶+∞,(3)f(x)-2\log|x| =2\log\left(\frac{1+(x-1)^2}{|x|}\right) \longrightarrow +\infty, \tag{3}

because the fraction in (3) is asymptotic to ∣x∣|x|. For an elementary bound, if ∣x∣≥4|x|\geq4, then

1+(x−1)2≥∣x∣24,1+(x-1)^2\geq \frac{|x|^2}{4},

so the expression in (3) is at least 2log⁡(∣x∣/4)2\log(|x|/4).

The existence-and-uniqueness theorem quoted immediately before (2) in the source therefore supplies a unique compactly supported maximizer νf\nu_f of

χf(μ)=χ(μ)−∫f dμ.(4)\chi_f(\mu)=\chi(\mu)-\int f\,d\mu. \tag{4}

Here the additive normalization in χ\chi will play no role.

2. The un-tilted equilibrium has barycenter one

Let r(x)=2−xr(x)=2-x, reflection about 11. Equation (1) gives

f(r(x))=f(x).(5)f(r(x))=f(x). \tag{5}

For every probability measure μ\mu, reflection preserves the logarithmic interaction because

∣r(s)−r(t)∣=∣s−t∣.|r(s)-r(t)|=|s-t|.

Thus χ(r#μ)=χ(μ)\chi(r_\#\mu)=\chi(\mu), and (5) also gives

∫f d(r#μ)=∫f dμ.\int f\,d(r_\#\mu)=\int f\,d\mu.

The functional (4) is invariant under r#r_\#. By uniqueness of its maximizer,

r#νf=νf.(6)r_\#\nu_f=\nu_f. \tag{6}

The measure is compactly supported, so its barycenter mm is finite. Using (6),

m=∫x dνf(x)=∫r(x) dνf(x)=2−m.m=\int x\,d\nu_f(x) =\int r(x)\,d\nu_f(x) =2-m.

Hence

∫x dνf(x)=1.(7)\int x\,d\nu_f(x)=1. \tag{7}

In particular, λ=0\lambda=0 does not center the equilibrium measure.

3. Every nonzero tilt destroys finite-barycenter equilibrium

Fix λ≠0\lambda\ne0, put s=sgn⁡(λ)s=\operatorname{sgn}(\lambda), and let μ0\mu_0 be normalized Lebesgue measure on [−1,1][-1,1]. Its logarithmic energy is finite; in fact

∬log⁡∣x−y∣ dμ0(x)dμ0(y)=log⁡2−32.\iint\log|x-y|\,d\mu_0(x)d\mu_0(y)=\log2-\frac32.

For t>0t>0, translate it by −st-st:

μt=(x↦x−st)#μ0.\mu_t=(x\mapsto x-st)_\#\mu_0.

Free entropy is translation invariant, so χ(μt)=χ(μ0)\chi(\mu_t)=\chi(\mu_0). Also, for y∈[−1,1]y\in[-1,1],

∣y−st−1∣≤t+2|y-st-1|\leq t+2

and therefore

f(y−st)≤2log⁡(1+(t+2)2)≤4log⁡(t+3).(8)f(y-st) \leq2\log\bigl(1+(t+2)^2\bigr) \leq4\log(t+3). \tag{8}

Since μ0\mu_0 is centered, the tilted functional satisfies

χf+λid⁡(μt)=χ(μ0)−∫−11f(y−st) dμ0(y)−λ(−st)≥χ(μ0)+∣λ∣t−4log⁡(t+3).(9)\begin{aligned} \chi_{f+\lambda\operatorname{id}}(\mu_t) &=\chi(\mu_0)-\int_{-1}^{1}f(y-st)\,d\mu_0(y) -\lambda(-st)\\ &\geq \chi(\mu_0)+|\lambda|t-4\log(t+3). \end{aligned} \tag{9}

The right side tends to +∞+\infty. Thus

sup⁡μχf+λid⁡(μ)=+∞(λ≠0).(10)\sup_\mu\chi_{f+\lambda\operatorname{id}}(\mu)=+\infty \qquad(\lambda\ne0). \tag{10}

Every probability measure with a barycenter has finite first absolute moment. For such a measure the positive part of the logarithmic interaction is finite, since

log⁡+∣x−y∣≤log⁡(1+∣x∣+∣y∣)≤∣x∣+∣y∣,\log^+|x-y|\leq \log(1+|x|+|y|)\leq |x|+|y|,

and the potential term is finite. Its value in (10) is therefore finite or −∞-\infty, never +∞+\infty, so it cannot maximize a functional whose supremum is +∞+\infty. In the standard equilibrium convention, this unbounded variational problem has no free Gibbs measure at all. Under any extended-value convention, it has no free Gibbs maximizer with a finite barycenter, and in particular none with barycenter zero.

Combining (7) and (10), no λ∈R\lambda\in\mathbb R has the property asserted in Conjecture 1.

Scope of the refutation

This counterexample targets the source's literal quantifier over every continuous ff satisfying only (2). It grows like 4log⁡∣x∣4\log|x|, so a linear tilt is nonconfining in one direction.

The surrounding proposed application considers functions f,gf,g satisfying f(x)+g(y)≥xyf(x)+g(y)\geq xy for every x,yx,y. That stronger premise forces ff and gg to grow faster than every linear function. The example above therefore does not refute a repaired conjecture restricted to superlinear potentials, or more generally to potentials for which every linear tilt remains confining.

Exact verification

The file verify_counterexample.py checks the reflection and confinement algebra on exact rational grids, the uniform escape bound for both tails, and an exact diverging family behind (9). The all-real-variable implications and the variational argument are proved above; the program is a regression check for their algebraic inequalities.

Lean: https://github.com/antoshashakov/Principia-Math-In-Progress/blob/main/mathdb-open-problems/problems/365102/Problem365102.lean

Solved by the Principia Math harness. Check out our work at principia-math.com

Models used: GPT 5.6 Sol, Fable