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The Harary–Hill and Zarankiewicz crossing-number formulas

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

Resolves the Harary–Hill conjecture and Turán’s brickyard problem in the Zarankiewicz formulation, determining the crossing numbers of every complete and complete bipartite graph. The result proves the optimality of the classical drawings among all plane drawings with continuous edge arcs. (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.

Both independent assessments find that the Lean statements express or imply the whole result described above. Read the assessments

What the papers state

Theorem 1.1

In The crossing number of complete graphs, 23 September 2026

Possible match to OpenAI’s description, selected from shared wording. No review confirming the selection is recorded.

For every integer n\ge3,

\crn(K_n)=Z(n):= \frac14\left\lfloor\frac n2\right\rfloor \left\lfloor\frac{n-1}2\right\rfloor \left\lfloor\frac{n-2}2\right\rfloor \left\lfloor\frac{n-3}2\right\rfloor.

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

The release does not say which paper theorem its catalogue describes. The statements above share the most wording with the description; the atlas has not reviewed that choice. Identifying it is listed under Questions awaiting review.

Reported proof verification
Two Lean statements in the release; independent groups report that Comparator accepted runs for all these files 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.

The crossing number of complete graphs

23 September 2026, current edition.

Read it herePDF

We prove the Harary–Hill conjecture: for every positive integer n, the ordinary crossing number of the complete graph Kn is \(\displaystyle \frac14\left\lfloor\frac n2\right\rfloor \left\lfloor\frac{n-1}{2}\right\rfloor \left\lfloor\frac{n-2}{2}\right\rfloor \left\lfloor\frac{n-3}{2}\right\rfloor.\)

The crossing number of complete bipartite graphs

23 September 2026, current edition.

Read it herePDF

We prove the Zarankiewicz crossing-number conjecture, resolving Turán’s brickyard problem. For all positive integers m, n, the ordinary crossing number of the complete bipartite graph \(K_{m,n}\) is \(\displaystyle \left\lfloor\frac m2\right\rfloor \left\lfloor\frac{m-1}{2}\right\rfloor \left\lfloor\frac n2\right\rfloor \left\lfloor\frac{n-1}{2}\right\rfloor.\)

Two Lean statements in this family

Choose one to see it beside the paper theorem it is paired with.

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.

BipartiteCrossing

The paper states

The words they share: integers, bipartite, crossing, positive.

Possible Lean counterpart

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

Crossing number of complete bipartite graphs

BipartiteCrossing.lean, the release lists it as a main result.

def MainTarget : Prop :=  ∀ m n : ℕ, 0 < m → 0 < n →    (∃ D : AdmissibleDrawing m n, crossingCount D = axisPairs m * axisPairs n) ∧    (∀ D : AdmissibleDrawing m n, axisPairs m * axisPairs n ≤ crossingCount D)theorem mainTarget_proof : MainTarget := 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

CompleteCrossing

The paper states

No paper theorem is paired with this Lean statement.

no paper statement matches the Lean text clearly enough to pair, so the closest candidates are listed below.

Statements it shares words with:

  • Theorem 1.1 in The crossing number of complete graphs, 23 September 2026.
  • Theorem 1.1 in The crossing number of complete bipartite graphs, 23 September 2026.
  • Proposition 4.3 (Odd lower bound) in The crossing number of complete graphs, 23 September 2026.
  • Proposition 5.1 in The crossing number of complete graphs, 23 September 2026.
  • Corollary 2.3 (Rank sum for differences) in The crossing number of complete bipartite graphs, 23 September 2026.
  • Corollary 4.4 in The crossing number of complete graphs, 23 September 2026.

The Lean statement

No paper theorem is paired with it.

Crossing number of complete graphs

CompleteCrossing.lean, the release lists it as a main result.

theorem complete_graph_crossing_number (order : ℕ) (at_least_three : 3 ≤ order) :    ordinaryCrossingNumber (completeGraph order) = hill order := 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.

three independent groups report that Comparator accepted runs for this Lean statement file: cert-machine; MathVet; Neal McBurnett, openai-math-lean-tooling. Who ran the proof-verification program

  • cert-machine records it as “CERTIFIED”.
  • MathVet records it as “comparator-sandboxed-pass”.
  • Neal McBurnett, openai-math-lean-tooling records it as “accepted”.

Read the complete Lean statement

Independent comparisons and proof-verification reports

Does the Lean express the advertised result?

MathVet and cert-machine agree on how much of the advertised result the Lean statements express.

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 or imply the whole advertised result (their term: “full”).

Their note: complete_graph_crossing_number : 3 ≤ n → ordinaryCrossingNumber (completeGraph n) = hill n (Hill’s formula; the ℕ-division by 4 is exact because the product of the four floors is divisible by 4) and MainTarget : ∀ m n > 0, (∃ admissible drawing with Z(m)Z(n) crossings) ∧ (∀ admissible drawings, Z(m)Z(n) ≤ crossings) state both formulas for all sizes, for drawings by arbitrary continuous simple arcs with crossings counted as points. The minimum ranges only over the custom AdmissibleDrawing class (finitely many crossing points, each a topologically transversal crossing, no triple points), which is the usual crossing-number class.

Definitions the group asks readers to compare with the paper: structure AdmissibleDrawing... extends ContinuousDrawing with crossings_finite, crossings_proper : ProperCrossing... (local chart straightening the two arcs to the axes) and no_triples; ordinaryCrossingNumber := sInf (Set.range crossingCount) (sInf ∅ = 0, but a nonempty class is forced for n ≥ 5 since hill n > 0); the two files carry separate copies of the definitions (Zarankiewicz vs Paper170 namespaces)

“full”, in their words: The challenge statements imply the headline claim after unpacking definitions or one routine step.

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 or imply the whole advertised result (their term: “MATCHES”).

“MATCHES”, in their words: The challenge statements state the headline as OpenAI wrote it.

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 formalized result proves Hill’s proposed formula for the crossing number of the complete graph: for every $n\ge3$, $\mathrm{cr}(K_n)=\frac14\lfloor n/2\rfloor\lfloor(n-1)/2\rfloor\lfloor(n-2)/2\rfloor\lfloor(n-3)/2\rfloor$. It proves the lower bound and constructs a matching two-page drawing. Crossings are spatial points, so repeated crossings of one edge pair count separately.

Zarankiewicz’s crossing-number conjecture predicts $\mathrm{cr}(K_{m,n})=\lfloor m/2\rfloor\lfloor(m-1)/2\rfloor\lfloor n/2\rfloor\lfloor(n-1)/2\rfloor$. The formalized result proves this equality for every positive $m,n$ and constructs a drawing attaining it. Crossings are counted as spatial points for continuous simple edge paths, including repeated crossings between the same pair of edges.

AI-drafted comparisons, with no recorded human review

  • Crossing number of complete bipartite graphs BipartiteCrossing

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem: Zarankiewicz’s formula for the crossing number of K_{m,n} for all positive m, n, with a drawing attaining it.

  • Crossing number of complete graphs CompleteCrossing

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem: Hill’s formula for the crossing number of K_n for every n ≥ 3, with the lower bound and a matching drawing.

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.

Crossing number of complete bipartite graphs BipartiteCrossing

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

Crossing number of complete graphs CompleteCrossing

Three 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
Neal McBurnett, openai-math-lean-tooling“accepted”Re-run through Comparator with Lean’s kernel: accepted (the check took 64 s).10 October 2026Original 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.

Within this family

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 one Lean statement with its paper: CompleteCrossing, BipartiteCrossingSuggest 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 “Career-defining publication”. The page says that nothing on it is verified.

    Author not stated. Source

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
  • 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 165 No single paper statement clearly matches OpenAI’s description by wording, and no review identifying the intended theorem is recorded. Open the form

Address a question raised in an independent assessment

Compare the proposed paper and Lean matches

  • Family 165 Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing. Open the form