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Uniform Laughlin gap and stability under bounded scalar disorder

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

Proves the fermionic Laughlin spectral-gap conjecture for the full V1 interaction at filling 1/3 on the round sphere. The unique ground state remains uniformly gapped under sufficiently weak bounded real scalar one-body potentials projected to the lowest Landau level. Both the gap and disorder threshold are uniform over all sufficiently large particle numbers and all normalized potential profiles. (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

The paper states

Theorem 1.1 (Uniform scalar-disorder stability)

In Uniform Stability of the Spherical Laughlin Gap, 5 October 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.

The other possible matches are Theorem 1.1 in A Fock-space inequality and the Laughlin spectral gap () and Corollary 1.2 in A Fock-space inequality and the Laughlin spectral gap ().

There are constants \lambda_*>0, \Delta_*>0, and N_*<\infty such that, for every N\ge N_*, every real bounded measurable \varphi on S_{3(N-1)} with \|\varphi\|_\infty\le1, and every real |\lambda|\le\lambda_*,

E_1(N,\lambda,\varphi)-E_0(N,\lambda,\varphi)\ge\Delta_*.

In particular the perturbed ground state is unique.

Reported proof verification
Four 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.

Uniform Stability of the Spherical Laughlin Gap

5 October 2026, current edition.

Read it herePDF

We prove that the fermionic Laughlin V1 Hamiltonian at filling 1/3 on expanding round spheres retains a unique ground state and a uniform spectral gap under sufficiently weak bounded real scalar one-body potentials projected to the lowest Landau level. With coefficient one for each pair projector and Laughlin flux \(q=3(N-1)\), the gap and perturbation threshold are uniform for all sufficiently large particle numbers and all potential profiles of supremum norm at most one. The result uses the uniform unperturbed Fock-space gap and gives existential constants.

A Fock-space inequality and the Laughlin spectral gap

24 September 2026, current edition.

Read it herePDF

We prove the spherical fermionic Laughlin spectral-gap conjecture for the full V1 interaction. With coefficient one for each pair projector, the gap above the Laughlin state at filling 1/3 on the round sphere is at least 1/25 for all sufficiently large systems. More generally, \(H_Q^2\ge\gamma H_Q\) for some fixed \(\gamma\gt 1/25\) on the entire lowest-Landau-level Fock space for all sufficiently large flux Q, independently of particle number.

Four 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.

Laughlin

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:

  • Corollary 7.1 (Planar spectral gap) in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Theorem 6.6 (Local expectations are linear in the number of holes) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Corollary 6.3 (Charge versus neutral gap at fixed flux) in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Theorem 1.1 (Uniform scalar-disorder stability) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Theorem 1.1 in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Proposition 5.3 (Four-body estimate) in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Corollary 4.6 (Cost of changing a calibration state) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Corollary 1.2 in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.

The Lean statement

No paper theorem is paired with it.

Uniform Laughlin $V_1$ spectral gap

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

def MainTarget : Prop :=  ∃ N₀ : ℕ, 2 ≤ N₀ ∧ ∀ N : ℕ, N₀ ≤ N →    ∀ ψ : State N (3*(N-1)), Antisymmetric ψ →      (1/100 : ℝ) * distanceToLaughlinSq ψ ≤ energy ψtheorem mainTarget_proved : 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

LaughlinFock

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 A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Corollary 7.1 (Planar spectral gap) in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Corollary 1.2 in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Corollary 6.3 (Charge versus neutral gap at fixed flux) in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Proposition A.1 (Retained four-body blocks) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Corollary 3.5 (The physical interactions) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Theorem 2.2 (Uniform unperturbed gap) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Proposition 7.4 (Control of particle number) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.

The Lean statement

No paper theorem is paired with it.

Uniform Fock-space spectral-gap inequality

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

theorem thm_fock (γ : ℝ) (hγ : 0 < γ) (hγStar : γ < gammaStar) :    ∃ Qγ : ℤ, 1 ≤ Qγ ∧ ∀ Q : ℤ, Qγ ≤ Q → FockInequality Q.toNat γ := 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.

One independent group reports that Comparator accepted a run for this Lean statement file: cert-machine. Who ran the proof-verification program

  • cert-machine records it as “CERTIFIED”.

Read the complete Lean statement

LaughlinGap

The paper states

Theorem 1.1 (Uniform scalar-disorder stability)

In Uniform Stability of the Spherical Laughlin Gap, 5 October 2026

There are constants \lambda_*>0, \Delta_*>0, and N_*<\infty such that, for every N\ge N_*, every real bounded measurable \varphi on S_{3(N-1)} with \|\varphi\|_\infty\le1, and every real |\lambda|\le\lambda_*,

E_1(N,\lambda,\varphi)-E_0(N,\lambda,\varphi)\ge\Delta_*.

In particular the perturbed ground state is unique.

The words they share: real, state, laughlin, ground, stability, perturbed, uniform.

Possible Lean counterpart

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

Uniform unperturbed spherical Laughlin gap inequality

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

def MainTarget : Prop :=  ∃ N₀ : ℕ, 2 ≤ N₀ ∧ ∀ N : ℕ, N₀ ≤ N →    ∀ ψ : State N (3*(N-1)), Antisymmetric ψ →      (1/25 : ℝ) * distanceToLaughlinSq ψ ≤ energy ψtheorem thm_main : 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

LaughlinPlanar

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:

  • Corollary 7.1 (Planar spectral gap) in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Theorem 1.1 in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Corollary 1.2 in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Corollary 6.3 (Charge versus neutral gap at fixed flux) in A Fock-space inequality and the Laughlin spectral gap, 24 September 2026.
  • Proposition A.1 (Retained four-body blocks) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Theorem 1.1 (Uniform scalar-disorder stability) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Proposition 7.4 (Control of particle number) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.
  • Theorem 2.2 (Uniform unperturbed gap) in Uniform Stability of the Spherical Laughlin Gap, 5 October 2026.

The Lean statement

No paper theorem is paired with it.

Planar spectral-gap inequality

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

theorem planar_gap {N : ℕ} (ψ : Planar.HomogeneousState N) :    ENNReal.ofReal gammaStar * Planar.fullEnergy ψ ≤ Planar.fullSquareNorm ψ := 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

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: Stated: the unperturbed spherical Laughlin gap at flux Q = 3(N-1): Laughlin.MainTarget (1/100) and LaughlinGap.MainTarget ((1/25) * distanceToLaughlinSq ψ ≤ energy ψ for every antisymmetric ψ and N >= N₀), the Fock-space inequality thm_fock (H² ≥ γ H for all γ < γ* ≈ 0.4617 and large flux, independent of particle number) and a planar version. Not stated: the summary’s second claim, stability of the uniform gap and uniqueness of the ground state under weak bounded real scalar one-body potentials projected to the lowest Landau level (docs: 'Stability under projected one-body potentials and uniqueness of the perturbed ground state are outside it'); nor that laughlinVector is a zero-energy state (the inequality is stated against the line through it).

Definitions the group asks readers to compare with the paper: Hand-coded spherical V₁ Hamiltonian: energy ψ := Σ_{i<j} Σ_{p<2Q-1} Σ_{a, a_i = a_j = 0} |pairAmplitude ψ i j p a|² with explicit Clebsch-Gordan-type pairCoefficient Q p x y (descFactorial/factorial formula), laughlinVector from the coefficients of ∏(z_i w_j - z_j w_i)^3, and distanceToLaughlinSq ψ := sInf (range (c ↦ ‖ψ - c • laughlin‖²)). Its agreement with the physical V₁ projector is not machine-checked against any standard definition.

“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 — DECLARED”).

The gap they name: Stability of the gap and uniqueness of the ground state under projected bounded scalar one-body potentials (the October 5 ‘Uniform Stability’ result).

“NARROWER — DECLARED”, in their words: The challenge statements state less than the headline, and OpenAI’s Lean note says 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

The linked formalization proves the uniform unperturbed gap estimate used in the paper’s stability argument for the fermionic Laughlin state at filling $1/3$ on the sphere. At flux $q=3(N-1)$ and all sufficiently large particle numbers $N$, every antisymmetric state has $V_1$ energy at least $1/25$ times its squared distance from the Laughlin ground-state line.

This selected statement is the unperturbed Fock-space inequality. Stability under projected one-body potentials and uniqueness of the perturbed ground state are outside it. The Laughlin spectral-gap problem asks for a positive gap that remains uniform as the system grows. The formalization includes the finite spherical $V_1$ bound of $1/100$ above the Laughlin state at flux $3(N-1)$ for all sufficiently large particle numbers $N$. It also proves the stronger Fock-space inequality $H_Q^2\ge\gamma H_Q$ for every fixed $0<\gamma<\gamma_*$ and all sufficiently large fluxes $Q$, independently of particle number, where $\gamma_*=4616733319001/10^{14}>1/25$. For the untruncated planar model, the formalization proves the corresponding inequality at the endpoint $\gamma_*$ on every homogeneous particle sector. These statements use coefficient one for each pair projector.

AI-drafted comparisons, with no recorded human review

  • Uniform Laughlin $V_1$ spectral gap Laughlin

    Unreviewed AI draft: states a weaker form of a paper’s theorem. States a uniform V₁ gap of 1/100 above the Laughlin state at flux 3(N − 1), whereas the paper’s corollary gives 1/25; the Fock-space theorem itself is LaughlinFock.

  • Uniform Fock-space spectral-gap inequality LaughlinFock

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem of the Fock-space paper: H_Q² ≥ γH_Q for every γ < γ* and all large Q, independently of particle number.

  • Uniform unperturbed spherical Laughlin gap inequality LaughlinGap

    Unreviewed AI draft: states a supporting result. States the unperturbed gap inequality (V₁ energy at least 1/25 of the squared distance to the Laughlin line) that the stability paper uses as input; it coincides with the companion paper’s corollary. Stability under disorder, the stability paper’s main theorem, is outside it.

  • Planar spectral-gap inequality LaughlinPlanar

    Unreviewed AI draft: states a consequence of a paper’s theorem. States the paper’s planar corollary: the untruncated planar Hamiltonian satisfies the inequality at the endpoint γ* on every homogeneous sector.

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.

Uniform Laughlin $V_1$ spectral gap Laughlin

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

Uniform Fock-space spectral-gap inequality LaughlinFock

One report, 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

Uniform unperturbed spherical Laughlin gap inequality LaughlinGap

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

Planar spectral-gap inequality LaughlinPlanar

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 reports of proof verification

Other people’s accounts of running proof-verification software, with links to their reports.

  • carlostoledo1891, def_eq unfolds proofs when proof irrelevance fails (issue 44), with a replay of every openai/math challenge, 11 October 2026. Source

    Laughlin, LaughlinFock and LaughlinPlanar are accepted by nanoda with the patch on the stock stack (6.8 to 8.5 GB peak, 33 to 142 minutes).

Other proofs and exact calculations

These reports examine claims in the papers using exact calculations for finite claims, independently of the release’s Lean proofs. Read each report for the exact claim it covers.

  • Uniform Stability of the Spherical Laughlin Gap, 5 October 2026

    Reported by
    cert-machine
    Method
    Exact computation
    Their verdict
    “CERTIFIED” Exact code written independently from the paper confirms that the published object has the claimed property.
    What it covers
    “a finite component: this paper’s restated seven-row certificate (Appendix A) — 13 three-body margins > 0 with the printed floors, M >= 0 exactly for D = 1..23 with the printed sign table, P^2 eta, 61/4096, 1222 and the final margin 4616733319001/10^14 > 1/25 used for 0 < c_0 < 1/25. NOT the stability theorem: its constants lambda_*, Delta_*, N_* are existential and every analytic step is outside this check.”
    Original report
    Their report
  • A Fock-space inequality and the Laughlin spectral gap, 24 September 2026

    Reported by
    cert-machine
    Method
    Exact computation
    Their verdict
    “CERTIFIED” Exact code written independently from the paper confirms that the published object has the claimed property.
    What it covers
    “a finite component: the seven published rows give the 13 three-body margins of eq:3certificate (all > 0, floors as printed) and the 23 four-body certificates of eq:4certificate (M >= 0 exactly, sign table as printed), each re-derived from the definitions and from the paper’s rational formulas; plus P^2 eta, 61/4096, 1222 and gamma_* = 4616733319001/10^14 > 1/25. NOT the analytic reduction from these certificates to H_Q^2 >= gamma H_Q or to the 1/25 gap (lemmas, limits, transfer, tail, existential Q_gamma and N_0).”
    Original report
    Their report

Explanations by others

Explanations of this family written elsewhere, by the people named. Each is their own reading of the mathematics.

  • seaworld008, seaworld008/openai-math-top30: thirty selected families explained in Chinese, 7 October 2026. Source

    Chinese-language explainer for general readers, with a beginner’s section, a specialist section, background on why the problem was hard and a diagram; it ends by saying it paraphrases OpenAI’s summary and does not represent consensus.

  • Yixin Ma, OpenAI mathematical physics, 25 families: a Chinese guided reading, 7 October 2026. Source

    Chinese guided reading of this family that compares the manuscripts’ main theorems with their abstracts and flags boundary conditions and limit orders that change the physical reading; drafted with Codex and not a re-proof.

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

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Offer to write an explanationCompare one Lean statement with its paper: LaughlinGap, Laughlin, LaughlinFock, LaughlinPlanarSuggest 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

Questions awaiting review

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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
  • 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 269 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 269 Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing. Open the form