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Power savings for planar halving lines and k-sets

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

Improves the planar halving-line bound to \(O(n^{4/3-\varepsilon})\) for sets with no three collinear and an absolute ε > 0. More generally, an n-point set with no three collinear has \(O(n(k+1)^{1/3-\varepsilon_0})\) strictly separable k-subsets for \(1\le k\le n/2\), with an absolute \(\varepsilon_0\gt 0\). The constants and positive exponents are nonquantitative. (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 A power saving for planar halving lines, 25 September 2026

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

There exist absolute constants \varepsilon>0, C<\infty, and n_0 such that, for every even n\ge n_0 and every n-point set P\subset\mathbb R^2 with no three collinear,

h(P)\le C n^{4/3-\varepsilon}.

Corollary 1.3 (Planar k-sets and straight-line levels)

In A power saving for planar halving lines, 25 September 2026

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

There are absolute constants \varepsilon_0>0 and C_0<\infty such that, for every integer n\ge2 and every integer 1\le k\le n/2, the number of k-sets of any n-point set Q\subset\mathbb R^2 with no three collinear is at most

C_0 n(k+1)^{1/3-\varepsilon_0}.

The same bound holds for \operatorname{comp}(\Lambda_k(\mathcal L)) for any arrangement \mathcal L of n nonvertical straight lines with no parallel pair and no three concurrent.

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 paper’s main theorem first, then the statement that shares the most wording with the description. The atlas has not reviewed either choice.

One more possible match

  • Theorem 1.2 (Uniform bound over all ranks) in A power saving for planar halving lines, 25 September 2026.
Reported proof verification
One Lean statement in the release; three 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 power saving for planar halving lines

25 September 2026, current edition.

Read it herePDF

There are absolute constants ε > 0 and C such that every sufficiently large even n-point set in the plane with no three collinear has at most \(Cn^{4/3-\varepsilon}\) unordered halving pairs. This gives a power saving over the classical \(O(n^{4/3})\) bound for planar halving lines. The proof is nonquantitative and does not supply explicit constants.

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.

HalvingLines

The paper states

The words they share: even, real, 4/3, point, halving, power, collinear, three, constants, varepsilon, absolute.

Possible Lean counterpart

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

Power-saving bounds for halving pairs and level switches

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

theorem power_bounds :    (∃ ε : ℝ, 0 < ε ∧ ∃ C : ℝ, ∃ n₀ : ℕ,      ∀ n : ℕ, Even n → n₀ ≤ n → ∀ P : Fin n → Point,        GeneralPosition P → (halvingCount P : ℝ) ≤ C * (n : ℝ) ^ ((4 : ℝ) / 3 - ε)) ∧    (∃ ε : ℝ, 0 < ε ∧ ∃ C : ℝ,      ∀ n : ℕ, 1 ≤ n → ∀ P : Fin n → Point, Generic P →        ∀ k : ℕ, k ≤ n → (switchCount P k : ℝ) ≤ C * (n : ℝ) ^ ((4 : ℝ) / 3 - ε)) :=  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

Other mathematical statements in OpenAI’s Lean library

Atlas found these propositions by scanning the text of the project’s Model.lean file. Each name links to its definition, with any associated statement file beside it. This list does not record running Lean to interpret or verify those definitions.

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: First half is stated: ∃ ε>0, C, n₀, ∀ even n ≥ n₀, ∀ P, GeneralPosition P → halvingCount P ≤ C * n^(4/3-ε). The k-set claim O(n(k+1)^{1/3-ε0}) for 1 <= k <= n/2 is NOT stated: the second conjunct only bounds switchCount P k (level-switch pairs) by C * n^(4/3-ε) uniformly in k, for the stronger hypothesis Generic P (distinct x-coordinates/slopes plus a segment-crossing condition), i.e. a weaker, k-independent bound on a different count (docs: 'a bound of the same form for all level-switch counts under the additional generic-position assumptions').

“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 — UNDECLARED”).

The gap they name: The k-set clause — O(n(k+1)^{1/3−ε₀}) strictly separable k-subsets for 1 ≤ k ≤ n/2 under no-three-collinear — is not stated. The only k-dependent statement is a k-uniform C·n^{4/3−ε} bound on level-switch counts, and it needs additional genericity hypotheses.

“NARROWER — UNDECLARED”, in their words: The challenge statements state less than the headline, and OpenAI’s Lean note does not say so.

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

A halving pair in an even planar point set is a pair whose line leaves equally many remaining points on each side. The formalization proves that some absolute $\varepsilon>0$ and $C$ bound the number of halving pairs by $Cn^{4/3-\varepsilon}$ for every sufficiently large even $n$ and every $n$-point set with no three collinear. It also proves a bound of the same form for all level-switch counts under the additional generic-position assumptions in the statement. The constants are existential.

AI-drafted comparisons, with no recorded human review

  • Power-saving bounds for halving pairs and level switches HalvingLines

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the paper’s halving-pair bound Cn^{4/3−ε} and the bound of the same form for level-switch counts under generic position. The k-set corollary is not separately stated.

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.

Power-saving bounds for halving pairs and level switches HalvingLines

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 600 s; peak memory 6.5 GiB).11 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.

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.

Follow-up work by others

  • anxkhn, Series of 15 issues and 15 draft PRs adding release results to Formal Conjectures (issues 6972 to 6997, PRs 6977 to 7002), 8 October 2026. Source

    Proposes adding the release’s power-saving bound for planar halving lines to Formal Conjectures (issue 6974, PR 6979).

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.

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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

Identify the theorem the catalogue describes

  • Family 183 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

Compare the proposed paper and Lean matches

  • Family 183 Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing. Open the form