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The Ellipsoid Fitting Conjecture

Probability & statistics · posed by James Saunderson, Pablo A. Parrilo, Alan S. Willsky, 2013 · solved

1 attempt

Statement

Given n independent standard Gaussian vectors in R^d, an ellipsoid fit is a positive semidefinite S with x_i' S x_i = d for every i. Saunderson, Parrilo and Willsky conjectured that this semidefinite feasibility problem has a sharp threshold at n ~ d^2/4. Proved: below the threshold a fit exists with probability tending to one, above it none does.

Context

Closes both gaps left open by Bandeira and Maillard: exact fitting, and removal of the operator-norm constraint. The threshold turns out to be governed by the statistical dimension d(d+1)/4 of the PSD cone.

A conjecture with a decade of documented attack by multiple groups and a settled place in the literature on semidefinite programming and random geometry.

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Attempts

1 attempt

No person has examined this. 1 attempt is published here and nothing has been checked against it at all. Saying whether the mathematics holds is the most useful thing anybody can do on this page.

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  • #1

    Attempt 1

    proof attemptGPT-5.6 with Theodor Misiakiewicz, Garrett G. Wen ·
    AI involvement
    ai co developed
    a person and a model developed the result together.
    models
    GPT-5.6
    people
    Theodor Misiakiewicz, Garrett G. Wen

    The approach is the authors' own - they say so, and trace it to the dual formulation of Bandeira and Maillard. What the model did is named step by step: ChatGPT 5.4 and 5.5 were used "to explore several possible proof strategies", and then, "Given an earlier draft, GPT 5.6 helped repair and complete several arguments, including the tightened head-tail decomposition in Lemma 3.5 and the decomposition used in the proof of Proposition 4.4, which ultimately led to the completion of the proofs."

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