The geometric case of the Erdős similarity conjecture
OpenAI groups related papers into a “family”. OpenAI’s catalogue describes this one:
For every fixed \(q\in(0,1)\), constructs compact subsets of \([0,1]\) with measure arbitrarily close to one containing no translated and nontrivially dilated copy of \(\{q^n:n\ge1\}\), with dilations of either sign. This resolves the geometric-progression case of the Erdős similarity conjecture for every ratio. (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
Possible match to OpenAI’s description, selected from shared wording. No review confirming the selection is recorded.
For every q\in(0,1) and \eta\in(0,1), there is a compact set E_{q,\eta}\subseteq[0,1] with m(E_{q,\eta})>1-\eta such that
\text{for every }x\in\R\text{ and }s\in\R\setminus\{0\},
\quad x+sq^n\notin E_{q,\eta}\text{ for some integer }n\ge1.
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
One Lean statement in the release; three independent groups report that Comparator accepted runs for this file at the version shown here.
We prove the geometric-progression case of the Erdős similarity conjecture. For every fixed \(q\in(0,1)\) and every \(\eta\in(0,1)\), we construct a compact set \(E_{q,\eta}\subseteq[0,1]\) of measure greater than \(1-\eta\) containing no nontrivial affine copy of \(\{q^n:n\ge1\}\), for any translation and either sign of nonzero dilation. The set may depend on q; the result makes no simultaneous assertion for different ratios.
We construct a compact subset of the unit interval, of measure arbitrarily close to one, that contains no affine copy of the dyadic sequence \(\{2^{-n}:n\ge1\}\). The conclusion holds for every translation and every nonzero real dilation, of either sign, proving the dyadic case of the Erdős similarity conjecture.
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.
DyadicAvoidance.lean, the release lists it as a supporting statement.
theoremdyadic_affine_avoidance : ∀ η : ℝ, 0 < η → η < 1 → ∃ E : Set ℝ, E ⊆ Set.Icc (0 : ℝ) 1 ∧ IsCompact E ∧ MeasureTheory.volume E > ENNReal.ofReal (1 - η) ∧ ∀ x s : ℝ, s ≠ 0 → ∃ n : ℕ, 1 ≤ n ∧ x + s * dyadicPoint n ∉ E := bysorry
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”.
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:Only q = 1/2 (dyadic) is stated; the geometric-progression case for every ratio q in (0,1) is not.
“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:The headline claims every ratio q ∈ (0,1); the Lean states only q = 1/2. The general-ratio theorem is the October 5 manuscript (‘The geometric case…’), which the scope note does not link.
“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.
The formalization proves the dyadic case of the Erdős similarity conjecture. For every $0<\eta<1$, it constructs a compact set $E\subset[0,1]$ of measure greater than $1-\eta$ that contains no affine copy of $\{2^{-n}:n\ge1\}$. Explicitly, for every translation $x$ and every nonzero real dilation $s$, some point $x+s2^{-n}$ lies outside $E$. Both signs of $s$ are included.
AI-drafted comparisons, with no recorded human review
Positive-measure avoidance of every affine dyadic sequenceDyadicAvoidance
Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem: for every η in (0, 1) a compact subset of [0, 1] of measure above 1 − η containing no affine copy of {2^{-n}}. The geometric case of the family’s later paper is not part of 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.
Positive-measure avoidance of every affine dyadic sequenceDyadicAvoidance
Three reports, all at the release’s recorded version.
Reported by
Their word
Their account
Date
Original 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.
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
Hexagon, Hexagon: a repository for research in the mathematical sciences and theoretical computer science, 9 October 2026. Source
hexagon:2610.00176v1 (Vjekoslav Kovač, text from ChatGPT 6 Astra on 9 October) proves a non-universality criterion for the Erdős similarity conjecture beyond geometric decay, building on OpenAI’s geometric-case manuscript.
Harald Schilly, haraldschilly/math-distance-set-similarity: Erdős similarity for distance sets in Lean 4, 7 October 2026. Source
Erdős similarity result for distance sets formalised in Lean on top of OpenAI’s libraries.
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.
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 counterexample and rates its significance, if it holds up, as “Major math journal”. The page says that nothing on it is verified.
Moritz Firsching, anxkhn, Paul Lezeau, Formal Conjectures: mark problems solved in the OpenAI math release and link formal proofs, 11 October 2026. Source
A Formal Conjectures maintainer, after source inspection, links the dyadic avoidance result to Green’s problem 94.
Thomas Bloom, Erdős problems in the OpenAI proofs, 8 October 2026. Source
Bloom lists Erdős 120 (the similarity problem for geometric sequences) and notes the Lean covers only the ratio one half.
Kan Jiang, Lifeng Xi, The Erdős similarity problem for null sequences with adjacent ratios bounded below, 8 October 2026. Source
Jiang and Xi cite OpenAI’s dyadic and geometric cases of the Erdos similarity conjecture as the nearest results to their theorem on null sequences with adjacent ratios bounded below.
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 084No single paper statement clearly matches OpenAI’s description by wording, and no review identifying the intended theorem is recorded.Open the form
Compare the proposed paper and Lean matches
Family 084Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing.Open the form
Why this passage is shown
Theorem 1.1
In The dyadic case of the Erdős similarity conjecture, 25 September 2026
How it was found
Its words were compared with the words of OpenAI’s catalogue description.
Words they share
compact
Review
Atlas records no review confirming that this is the theorem OpenAI’s description refers to.
The record’s reason
No unique candidate with at least three shared catalogue terms.
Why this passage is shown
Theorem 1.1
In The geometric case of the Erdős similarity conjecture, 5 October 2026
How it was found
Its words were compared with the words of OpenAI’s catalogue description.
Words they share
compact
Review
Atlas records no review confirming that this is the theorem OpenAI’s description refers to.
The record’s reason
No unique candidate with at least three shared catalogue terms.
Independent assessment
MathVet
Their term
“partial”
What their term means
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. Its protocol describes a planned error-rate study; this import does not establish that the study has been completed.
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; every family’s challenge statements read against OpenAI’s headline, clause by clause. Decider: Comparator (leanprover/comparator d03acab1 = tag v4.34.0, built with the release’s toolchain v4.34.1), lean4export 076e8e57, landrun 811cfff5, nanoda_lib 3a240721 — on GitHub’s Linux runners…
Re-run through Comparator in a sandboxed virtual machine: accepted.
Date
8 October 2026
Version
at the release’s recorded version
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.
Re-run through Comparator with Lean’s kernel: accepted (the check took 136 s).
Date
10 October 2026
Version
at the release’s recorded version
Their method
Each challenge’s solution is built and checked by Comparator at the pinned release, on Lean leanprover/lean4:v4.34.1, recording the verdict, the check time and the peak memory.
Positive-measure avoidance of every affine dyadic sequence
Role
the release lists it as a supporting statement
Paired with
Theorem 1.1 (candidate pairing)
Who ran the proof-verification program
three independent groups report that Comparator accepted runs for this Lean statement file: cert-machine; MathVet; Neal McBurnett, openai-math-lean-tooling.