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Talagrand's critical Sherrington-Kirkpatrick overlap conjecture

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talagrand-s-critical-sherrington-kirkpatrick-overlap-conjectureMathematical physicsposed by Michel Talagrand, 2011recorded: solved

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Statement

At the critical inverse temperature β=1\beta=1 in the Sherrington-Kirkpatrick spin glass model, Talagrand conjectured that the expected squared overlap of two independent Gibbs replicas has an exact N2/3N^{-2/3} scaling: there exists a constant a>0a>0 such that

limNN2/3ER1,22=a.\lim_{N\to\infty} N^{2/3}\mathbb{E}\langle R_{1,2}^2\rangle=a.

Du and Huang prove that this limit exists and is positive and finite. More strongly, they determine the full limiting quenched distribution of the rescaled overlap N1/3R1,2N^{1/3}R_{1,2} in terms of the reflected Airy1\mathrm{Airy}_1 point process.

Context

Talagrand's Conjecture 11.7.5 is resolved affirmatively for the critical Ising Sherrington-Kirkpatrick model: N2/3ER1,22N^{2/3}\mathbb{E}\langle R_{1,2}^2\rangle converges to a positive finite constant. The paper proves substantially more, showing that the entire quenched distribution of N1/3R1,2N^{1/3}R_{1,2} converges to an explicit random probability measure defined from the reflected Airy1\mathrm{Airy}_1 point process. The same limiting distribution and second-moment constant are obtained for the spherical SK model. This does not resolve the broader low-temperature overlap structure of the SK model.

A named conjecture of Michel Talagrand from his standard monograph (Mean Field Models for Spin Glasses, vol. II, 2011), open fifteen years and quoted as open in the literature five months before this proof. Critical-point overlap scaling is a celebrated question inside spin-glass theory but specialist territory outside it: a technical conjecture from the book, not one of the field's headline problems. Placed with the strong specialist conjectures at 30, below the field-famous band of Krauth-Mezard and Feige at 35.

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  • #1

    Attempt 1

    proof attemptGPT-5.6 Pro with Hang Du, Brice Huang ·
    AI involvement
    ai co developed
    a person and a model developed the result together.
    models
    GPT-5.6 Pro
    people
    Hang Du, Brice Huang

    The authors state that most of the arguments in the paper were generated using GPT-5.6 Pro, with the goal of exploring further consequences of ideas developed in their companion work on critical SK free-energy fluctuations. The paper does not assign individual lemmas or the central comparison principle specifically to the model, so the contribution is classified conservatively as AI co-developed rather than AI discovered.

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