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Affine Bernstein rigidity through dimension nine and a smooth dimension-ten counterexample

OpenAI groups related papers into a “family”. OpenAI’s catalogue describes this one:

Proves that every smooth locally uniformly convex affine-maximal graph of dimension three through nine, complete for its induced Euclidean metric, is an elliptic paraboloid. A smooth entire nonquadratic example in dimension ten makes this range sharp. In dimensions three through nine, the paraboloid classification also holds for connected open locally uniformly convex affine-maximal hypersurfaces complete for the affine Berwald–Blaschke metric. (OpenAI’s Lean note)

Lean is a language for mathematical statements and proofs that a computer can verify. The assessments below ask whether those statements express the result OpenAI describes here.

The independent assessments find that the Lean statements express only part of the result described above, or a narrower statement. Read the assessments

What the papers state

Theorem 1.1

In The affine Bernstein theorem in dimensions three through nine, 24 September 2026

Possible match to OpenAI’s description, selected from the papers’ main statements because it shares the most wording. No review confirming the selection is recorded.

Let 3\le n\le9. Suppose u\in C^\infty(\Omega) has positive-definite Hessian and satisfies (1.1). If its graph is complete for the induced Euclidean metric

g_{ij}=\delta_{ij}+u_i u_j,

then \Omega=\R^n and

u(x)=\tfrac12 x^{\mathsf T}Ax+b\cdot x+c

for a positive-definite symmetric matrix A, a vector b, and a constant c. In particular, the graph is an invertible affine image of the standard elliptic paraboloid.

Theorem 1.1

In A Smooth Nonquadratic Entire Affine Maximal Graph in Dimension Ten, 5 October 2026

The paper’s main theorem is shown as a possible match to OpenAI’s description. No review confirming the selection is recorded.

There exists a nonquadratic function u\in C^\infty(\R^{10}) with D^2u positive definite at every point such that

\sum_{i,j=1}^{10}U^{ij}\partial_{ij} (\det D^2u)^{-11/12}=0 \quad\hbox{on }\R^{10}, \qquad U=\det(D^2u)(D^2u)^{-1}.

No Lean statement in the release is paired with this theorem.

The release does not say which paper theorem its catalogue describes. Both statements above are shown whole, the closer match to the description’s wording first. The atlas has not reviewed either choice.

Reported proof verification
One Lean statement in the release; two independent groups report that Comparator accepted runs for this file at the version shown here.

Papers

Each paper opens as a reading page in the browser, with the PDF beside it. The statements each paper opens with are on its reading page.

A Smooth Nonquadratic Entire Affine Maximal Graph in Dimension Ten

5 October 2026, current edition.

Read it herePDF

We construct a smooth nonquadratic entire graph in dimension ten that solves the classical affine maximal equation and has positive-definite Hessian everywhere. This gives a smooth counterexample to the entire-graph affine Bernstein assertion in dimension ten. Hessian positivity is pointwise; no global uniform lower bound or completeness of the Berwald–Blaschke metric is asserted.

The affine Bernstein theorem in dimensions three through nine

24 September 2026, current edition.

Read it herePDF

We prove the Euclidean-complete affine Bernstein conjecture in dimensions three through nine: a smooth locally uniformly convex affine maximal graph is an elliptic paraboloid whenever its induced Euclidean metric is complete. The same conclusion holds, without an initial graph assumption, for connected smooth open (noncompact and without boundary) affine-complete locally uniformly convex immersed hypersurfaces that are classically affine maximal in these dimensions.

One Lean statement in this family

Lean is a language for mathematical statements and proofs that a computer can verify. The Lean statement below is shown beside its possible paper counterpart, with the reason they were linked.

For a configured theorem, the Comparator program tests whether OpenAI’s separate proof proves the exact Lean statement using only the allowed axioms. Some statement files instead configure definitions for comparison by name and type. Acceptance does not establish that a formal statement means the same thing as the paper’s theorem.

AffineBernstein

The paper states

Theorem 1.1

In The affine Bernstein theorem in dimensions three through nine, 24 September 2026

Let 3\le n\le9. Suppose u\in C^\infty(\Omega) has positive-definite Hessian and satisfies (1.1). If its graph is complete for the induced Euclidean metric

g_{ij}=\delta_{ij}+u_i u_j,

then \Omega=\R^n and

u(x)=\tfrac12 x^{\mathsf T}Ax+b\cdot x+c

for a positive-definite symmetric matrix A, a vector b, and a constant c. In particular, the graph is an invertible affine image of the standard elliptic paraboloid.

The words they share: 1/2, vector, induced, matrix, complete, paraboloid, standard, particular, graph, ij, euclidean, hessian, image, metric, maximal, affine, bernstein, elliptic, definite, positive.

Possible Lean counterpart

Selected from shared wording. No review of whether the statements mean the same thing is recorded.

Affine Bernstein classification for complete graphs in dimensions three through nine

AffineBernstein.lean, the release lists it as a supporting statement.

theorem affine_bernstein    (n : ℕ) (hn₃ : 3 ≤ n) (hn₉ : n ≤ 9)    (Ω : Set (Space n)) (hΩne : Ω.Nonempty) (hΩopen : IsOpen Ω)    (hΩconvex : Convex ℝ Ω) (u : Space n → ℝ)    (hu : ContDiffOn ℝ ∞ u Ω)    (hpos : ∀ x ∈ Ω, (hessian u x).PosDef)    (hmax : AffineMaximalOn Ω u)    (hcomplete : EuclideanGraphComplete Ω u) :    Ω = univ ∧      (∃ (A : Matrix (Fin n) (Fin n) ℝ) (b : Space n) (c : ℝ),        A.IsSymm ∧ A.PosDef ∧        ∀ x, u x = (1 / 2 : ℝ) * (∑ i : Fin n, ∑ j : Fin n, x i * A i j * x j)          + (∑ i : Fin n, b i * x i) + c) ∧      (∃ e : (Space n × ℝ) ≃ᵃ[ℝ] (Space n × ℝ),        e '' standardParaboloid n = graph Ω u) := by  sorry

This file states the theorem with sorry, a placeholder, in place of its proof. OpenAI supplies a separate proof file. Comparator tests whether that proof proves the statement here.

two independent groups report that Comparator accepted runs for this Lean statement file: cert-machine; MathVet. Who ran the proof-verification program

  • cert-machine records it as “CERTIFIED”.
  • MathVet records it as “comparator-sandboxed-pass”.

Read the complete Lean statement

Independent comparisons and proof-verification reports

Does the Lean express the advertised result?

Neither group finds that the Lean statements express or imply the whole advertised result. They describe what the statements express in different terms.

MathVet and Carlos Toledo’s cert-machine independently assessed whether this family’s Lean statements express the whole result OpenAI describes in its catalogue. These are assessments of the family as a whole, not of each paper theorem separately.

MathVet finds that the Lean statements express part of the advertised result (their term: “partial”).

Their note: affine_bernstein (3 ≤ n ≤ 9): a smooth function with positive-definite Hessian on a nonempty open convex Ω solving the affine-maximal equation with graph complete for the induced Euclidean path metric forces Ω = ℝⁿ, u a positive-definite quadratic plus affine term, and the graph an affine image of the standard paraboloid. The sharpness claim (smooth entire nonquadratic example in dimension ten) and the extension to hypersurfaces complete for the affine Berwald-Blaschke metric have no statement (docs: immersed extension outside the statement).

Definitions the group asks readers to compare with the paper: AffineMaximalOn := Σ U^{ij} ∂_ij ((det D²u)^(-(n+1)/(n+2))) = 0 with U the cofactor matrix (the classical affine maximal equation); EuclideanGraphComplete is sequential completeness for the hand-built path metric graphEDist = inf of lengths ∫√(|γ'|²+(Du·γ')²) of C¹ paths in Ω

“partial”, in their words: Only a special case is stated, or a co-equal headline claim has no challenge statement.

Their method: An independent, model-assisted, pre-referee reading of each family’s challenge statements against its headline claim under a published rubric (PROTOCOL.md), with its own Comparator runs per challenge.

cert-machine finds that the Lean statements express a narrower statement than the advertised result (their term: “NARROWER — UNLINKED”).

The gap they name: Not stated: the dimension-ten counterexample (clause 2, undeclared) and the affine-complete hypersurface extension (clause 3, declared).

“NARROWER — UNLINKED”, in their words: The challenge statements state less than the headline; the missing part comes from a paper the Lean note does not link.

Their method: Every Comparator challenge re-run on Linux with nanoda switched on, decided by a preregistered rule.

OpenAI’s own note on what its Lean covers

The formalization proves the Euclidean-complete affine Bernstein theorem for graph dimensions $3\le n\le9$. If a smooth function on a nonempty open convex domain has positive-definite Hessian, satisfies the affine maximal equation, and its graph is complete in the induced Euclidean metric, then the domain is all of $\mathbb R^n$ and the function is a positive-definite quadratic polynomial plus an affine term. Its graph is therefore an elliptic paraboloid.

The paper’s extension to immersed hypersurfaces without an initial graph assumption is outside this selected statement.

AI-drafted comparisons, with no recorded human review

  • Affine Bernstein classification for complete graphs in dimensions three through nine AffineBernstein

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem: for 3 ≤ n ≤ 9, Euclidean-complete affine maximal graphs are elliptic paraboloids. The extension to immersed hypersurfaces is outside the statement.

Who ran the proof-verification program?

These groups report running Comparator with the release’s Lean statement files. For a configured theorem, it verifies OpenAI’s separate proof against the exact statement; some files instead configure definitions for comparison by name and type. Each row is the named group’s report. Atlas has not repeated the runs.

These reports do not list the software versions, proof-verification programs, axioms, time or memory in separate fields. Any such details in a report’s prose are reproduced below.

Affine Bernstein classification for complete graphs in dimensions three through nine AffineBernstein

Two reports, all at the release’s recorded version.

Reported byTheir wordTheir accountDateOriginal report
cert-machine“CERTIFIED”Re-run through Comparator with the independent nanoda kernel switched on: Lean’s kernel and nanoda both accept OpenAI’s solution.10 October 2026Original report
MathVet“comparator-sandboxed-pass”Re-run through Comparator in a sandboxed virtual machine: accepted.8 October 2026Original report

Other proofs and exact calculations

These reports examine claims in the papers using HOL Light, a different proof assistant, independently of the release’s Lean proofs. Read each report for the exact claim it covers.

  • The algebra of the invariant box: stationary corner (9/2, 7/2, 33/7), face signs, the D-equation from the C-equation

    HOL Light card 353

    Reported by
    Ben Knill, openai-math-hol-cards
    Method
    Proof of a selected step in HOL Light
    Their verdict
    “PASS” The report records a proof of a supporting fact.
    What it covers
    Checks algebra inside a result that is paper-only in the release (Lean covers dimensions 3–9 only); the ODE and PDE reduction are not covered
    Original report
    Their report

What these papers cite in the release, and what cites them

These links come from the papers’ bibliographies. A citation records that one paper cites another; how each cited result is used has not been examined here.

Papers elsewhere in the release that this family’s papers cite

This family’s papers cite no paper elsewhere in the release.

Papers elsewhere in the release that cite this family’s papers

No paper elsewhere in the release cites this family’s papers.

References outside the release

Each paper’s outside references are listed with it on its reading page, where each citation is placed. Every outside work cited in the release: References outside the release

Explain a result, compare statements or propose a correction

Atlas has no contributed explanation for this family yet. You can offer one with a GitHub account. You receive named credit and disclose any AI assistance.

Each button opens a GitHub form with this page and its source version filled in. Opening the form does not reserve the work.

Offer to write an explanationCompare the Lean statement with the paperSuggest a source attributionSuggest a change

What people have said

Commentary on this family by others, dated and credited. It is commentary, not a finding.

  • An unsigned public tier list, the OpenAI Math Tier List, classes it as a proof and rates its significance, if it holds up, as “Major math journal”. The page says that nothing on it is verified.

    Author not stated. Source

  • Neil S. Trudinger, Xu-Jia Wang, The higher dimensional affine Bernstein and Plateau problems, 7 October 2026. Source

    Trudinger and Wang state that the dimension-ten affine Bernstein counterexample in OpenAI’s release is already in Section 3 of their paper, submitted on 2 February 2026.

Questions awaiting review

Each item identifies a statement, definition or report that needs further review. Its link opens a GitHub form with the source version already recorded.

Read the Lean statement against the paper

  • An AI agent drafted an assessment of which part of the paper this Lean statement expresses. No named human review is recorded. Open the form

Identify the theorem the catalogue describes

  • Family 353 The theorem shown was selected from shared wording with OpenAI’s description. Atlas records no review confirming that it is the theorem the description means. Open the form

Address a question raised in an independent assessment

Compare the proposed paper and Lean matches

  • Family 353 Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing. Open the form