Wiki
Wiki

Research notes on every problem, and a library of the papers behind them. Built from the open erdos repository.

Updated

Openai 2026 quantitative superexponential bounds van der waerden numbers

../

corollary_7_3: The manuscript's two uniform growth limits: the ratio log W_r(k)/(k log r) tends to infinity with k uniformly over integers r >= 2, and log W_r(k)/log r tends to infinity with r uniformly over integers k >= 3; in particular W_r(k)^(1/k) tends to infinity for each fixed r. Claims checked only, nothing verified.

theorem_1_1: The manuscript's main claim: one absolute threshold K_0 and c = 10^(-5) with W_r(k) > k^(c k floor(log_2 r)) for every r >= 2 and k >= K_0, so W_r(k)^(1/k) tends to infinity for each fixed r; the two-color case is the displayed question of Problem 138. Claims checked only, nothing verified.


OpenAI, Quantitative Superexponential Bounds for van der Waerden Numbers, OpenAI Math Release preprint, September 23, 2026. Released under the Apache License 2.0 at https://github.com/openai/math (revision adc7f1241), folder preprints/Quantitative-Superexponential-Bounds-for-van-der-Waerden-Numbers-September-23-2026; the held PDF, paper.pdf in the release, is retained as openai_2026_quantitative_superexponential_bounds_van_der_waerden_numbers.pdf, and the release's TeX bundle in the same folder is the TeX source cited below.

bibtex
@misc{OAI:Quantitative-Superexponential-Bounds-for-van-der-Waerden-Numbers-September-23-2026,
  author = {{OpenAI}},
  title = {{Quantitative Superexponential Bounds for van der Waerden Numbers}},
  howpublished = {OpenAI Math Release preprint
                  \href{https://github.com/openai/math/blob/main/preprints/Quantitative-Superexponential-Bounds-for-van-der-Waerden-Numbers-September-23-2026/paper.pdf}{OAI:Quantitative-Superexponential-Bounds-for-van-der-Waerden-Numbers-September-23-2026}},
  year = {2026}
}

The release's root README states that the repository holds "mathematical manuscripts and supporting proof artifacts produced by an internal OpenAI model", that the collection "includes results at different stages of verification", that "Not all have accompanying Lean formalizations", and that "Some of the unformalized results could have issues". The manuscript's own README adds nothing beyond the title, author "OpenAI", the date September 23, 2026 and the citation block above; the manuscript carries no statement on human assistance. These are the source's own attestations, recorded here as history, not as this corpus's review. No refereed publication, arXiv version or independent review of the manuscript is recorded here and nothing on this card is independently reviewed.

The release's formalization catalog (lean/formalization.yaml) lists this manuscript, and its page lean/docs/160.md describes the formalized scope as an absolute threshold KK with W(r,k)>kk⌊log⁡2r⌋/100000W(r,k)>k^{k\lfloor\log_2 r\rfloor/100000} for all k≥Kk\ge K and r≥2r\ge2, together with "the associated growth limits, finiteness, and boundary values", while "The sharper intermediate estimates used in the paper are not part of the described formalization". The comparator statement file it names is lean/ComparatorChallenges/QuantitativeVanDerWaerden.lean, declaration OAI.QuantitativeVanDerWaerden.uniform_lower_bound, whose solution module is OAI/Combinatorics/ProgressionColoring/Main.lean; the comparator defines W(r,k)W(r,k) as the least positive NN such that every coloring of the natural numbers by rr colors has a monochromatic kk-term progression inside [0,N)[0,N), and its configuration permits the three standard axioms. This corpus's verification built the declarations OAI.QuantitativeVanDerWaerden.uniform_lower_bound and OAI.QuantitativeVanDerWaerden.kthRoot_tendsto at revision adc7f1241 and checked their axioms (propext, Classical.choice and Quot.sound only); the record of what they settle is kept on the claim page of Problem 138.

The release lists no other manuscript in this family (160, "Superexponential van der Waerden numbers"). The introduction cites the release's Quasipolynomial Bounds for Arithmetic Progressions as a "companion paper" for a coloring upper bound (its equation (1.3)) that is combined with Theorem 7.2 in one introductory display; that manuscript belongs to another family and supplies nothing to the proof of Theorem 1.1.

Read status: claims checked for Theorem 1.1, Theorem 6.3, Proposition 7.1, Theorem 7.2, Corollary 7.3 and Theorem A.1, read clause by clause in the TeX source (sections/01-introduction.tex label main:intro; sections/06-perturbation.tex label perturb:cyclic; sections/07-transfers.tex labels transfer:product, transfer:large-r, transfer:limits; sections/08-upper.tex label upper:finite) on 2026-10-07; the proofs, and the statements of the lemmas of Sections 2 to 6, were read for their structure only and no step was checked; nothing here is independently reviewed.

Contents

The PDF has 25 pages; TeX files are under the release bundle's sections/ folder. Theorems are numbered by section.

  • Section 1, Introduction (01-introduction.tex, pp. 1--3). Defines Wr(k)W_r(k) as the least NN for which each map [N]→[r][N]\to[r] takes a single value on a progression a,a+d,…,a+(k−1)da,a+d,\ldots,a+(k-1)d with a,d≥1a,d\ge1 and a+(k−1)d≤Na+(k-1)d\le N, using fewer than rr colors being allowed. States Theorem 1.1: an absolute integer K0K_0 with Wr(k)>kck⌊log⁡2r⌋W_r(k)>k^{ck\lfloor\log_2 r\rfloor}, c=10−5c=10^{-5}, for all k≥K0k\ge K_0 and r≥2r\ge2; notes the consequence Wr(k)1/k→∞W_r(k)^{1/k}\to\infty for fixed rr and that Erdős asked for the two-color limit in his 1980 survey (p. 90, item (2)). Surveys the lower bounds of Erdős--Rado, Schmidt, Berlekamp (W2(p+1)>p2pW_2(p+1)>p2^p for primes pp), Szabó (W2(k)≥2k/kεW_2(k)\ge2^k/k^\varepsilon), Kozik--Shabanov (Wr(k)≥βrk−1W_r(k)\ge\beta r^{k-1}), Hunter 2025, Fox--Hunter 2026 (W3(k)>2klog⁡∗k/4W_3(k)>2^{k\log^*k/4}, and Wr(k)≥r(1−ε)klog⁡kW_r(k)\ge r^{(1-\varepsilon)k\log k} once r≥(log⁡k)3/εr\ge(\log k)^{3/\varepsilon} and kk is large in terms of ε\varepsilon, which the manuscript calls stronger than its own bound when r≥(log⁡k)6r\ge(\log k)^6) and Campos--Fox--Schildkraut 2026 (W2(k)≥(1−o(1))k2k−1W_2(k)\ge(1-o(1))k2^{k-1}, which the manuscript says settles the W2(k)/2kW_2(k)/2^k question and whose authors credit a language model with the coloring and an initial proof). For growth in rr at fixed kk it cites Behrend, Rankin, Kelley--Meka and Leng--Sah--Sawhney, announces Theorem 7.2 and displays, from Theorem 7.2 and the cited companion upper bound, for each k≥3k\ge3 a constant AkA_k with exp⁡((log⁡r)2/(64log⁡2))<Wr(k)≤⌈exp⁡(Ak(2+log⁡r)Ak)⌉\exp((\log r)^2/(64\log2))<W_r(k)\le\lceil\exp(A_k(2+\log r)^{A_k})\rceil for r≥256r\ge256; the upper half is cited, not proved here. Outlines the construction (below) and states that every geometric, counting and probabilistic ingredient, the finite local lemma included, is proved in the paper.
  • Section 2, the cyclic model (02-setup.tex, pp. 3--6). Fixes the parameters (2.1): c=10−5c=10^{-5}, δ=1/10\delta=1/10, γ=1/100\gamma=1/100, D=⌈k1/10⌉D=\lceil k^{1/10}\rceil, M=⌈k1/2⌉M=\lceil k^{1/2}\rceil, h0=D2h_0=D^2, p=k−1/20p=k^{-1/20}, H=k−2H=k^{-2}, η=1/(1000D)\eta=1/(1000D); the dilation λ=∏ℓ≤h0ℓ⌊log⁡(2M)/log⁡ℓ⌋\lambda=\prod_{\ell\le h_0}\ell^{\lfloor\log(2M)/\log\ell\rfloor} over primes ℓ\ell (Lemma 2.1: for h≤2Mh\le2M the denominator h/gcd⁡(h,λt)h/\gcd(h,\lambda t) is 11 or exceeds h0h_0); Lemma 2.2, a prime PP in (k,2k2](k,2k^2] from the central binomial coefficient; qq the least power of PP with q≥kck/Dq\ge k^{ck/D}, N=qDN=q^D, G=Z/NZG=\mathbb Z/N\mathbb Z; coordinates xi(n)=n/qi mod 1x_i(n)=n/q^i \bmod 1 and yi(n)=λxi(n)y_i(n)=\lambda x_i(n) for 1≤i≤D1\le i\le D; a uniform partition UU of the circle at mesh Hx=H/λH_x=H/\lambda and an adaptive partition VV of [−1/2,1/2)[-1/2,1/2) whose intervals shrink geometrically toward the cut at 1/21/2 down to the scale α=q−(D+1)\alpha=q^{-(D+1)}; Lemmas 2.3--2.5 on widths, neighborhoods (at most 49 mesh endpoints) and the truncated output VηV_\eta (at most 16004D16004D breakpoints on an arc of length 4H4H).
  • Section 3, counting (03-counting.tex, pp. 7--9). Lemma 3.1 bounds the joint sign vectors of ss affine hyperplanes in Re\mathbb R^e, equalities included, by (e+1)2(s+1)e(e+1)^2(s+1)^e, citing Stanley's arrangement notes and giving its own proof. Lemma 3.2: the number TglobT_{\mathrm{glob}} of label words along cyclic progressions has log⁡Tglob=O(k3/10log⁡k)=o(M)\log T_{\mathrm{glob}}=O(k^{3/10}\log k)=o(M). Definition 3.3 (eligible local patterns for a period hh with h0<h≤2Mh_0<h\le2M and residue vector tt: stationary and rotating coordinates, regular positions, drift bounds relative to interval width) and Lemma 3.4: the pairs of tt and eligible pattern through one given label number at most (CDh)6D(CDh)^{6D} with CC absolute, by anchoring at one visit and counting two-parameter arrangements coordinate by coordinate.
  • Section 4, outer coloring (04-outer.tex, pp. 9--12). Lemma 4.1, the finite asymmetric local lemma, with proof. Proposition 4.2: a map c∗:L→{0,1}c_*:\mathcal L\to\{0,1\} on labels such that each bit covers at least a quarter of the light positions (labels of multiplicity at most k/Mk/M) of any progression with at least δk\delta k of them, and at least a quarter of the regular positions of every eligible pattern; proved by uniform random bits, a 2e−l/82e^{-l/8} tail, weights e−l/32e^{-l/32} and the counts of Section 3. Pullback c0(n)=c∗(L(n))c_0(n)=c_*(L(n)).
  • Section 5, dichotomy (05-dichotomy.tex, pp. 12--16). Lemma 5.1 (points of a progression whose representatives share a box of side 2H2H with 2kH<12kH<1 are exactly affine), Lemma 5.2 (the closest return of a heavy label gives a period h≤2Mh\le2M and drifts uu, v=λuv=\lambda u of size O(MHx/k)O(MH_x/k), O(MH/k)O(MH/k)), Lemma 5.3 (a rational path with residue vector tt, gcd⁡(t1,…,tD,h)=1\gcd(t_1,\ldots,t_D,h)=1, and distinct labels in distinct residue classes mod hh), Lemma 5.4 (drift relative to every heavy interval). Theorem 5.5: for kk large, every cyclic progression with d≠0d\ne0 either carries each outer bit at least γk\gamma k times or has its centered yy-representatives affine in the index; short periods h≤h0h\le h_0 are handled by the dilation and the step lattice q−iZq^{-i}\mathbb Z against α\alpha, longer periods by the eligibility of the full blocks containing a heavy index.
  • Section 6, perturbation (06-perturbation.tex, pp. 16--19). Keys κ(n)=((V(yi(n)))i,⌊∥qy~(n)∥22⌋)\kappa(n)=((V(y_i(n)))_i,\lfloor\lVert q\tilde y(n)\rVert_2^2\rfloor). Lemma 6.1: along any progression with d≠0d\ne0 every key occurs at most four times (distinct terms are at Euclidean distance at least one after scaling by qq; a unit-width norm band meets a line in two pieces of length at most one; Figure 1). Lemma 6.2: the affine signatures number Taff≤CTglob(k(Dq2+2))3T_{\mathrm{aff}}\le CT_{\mathrm{glob}}(k(Dq^2+2))^3, so log⁡Taff=O(k9/10log⁡k)=o(pk)\log T_{\mathrm{aff}}=O(k^{9/10}\log k)=o(pk). Theorem 6.3: an absolute K0K_0 such that for k≥K0k\ge K_0 the construction gives N=qD≥kckN=q^D\ge k^{ck} and a two-coloring of Z/NZ\mathbb Z/N\mathbb Z with no monochromatic kk-term progression of nonzero step; the coloring is c0c_0 flipped by independent Bernoulli(pp) bits indexed by keys, the rich case bounded by 2q2Dpγk/42q^{2D}p^{\gamma k/4} with exponent coefficient 2c−γ/80=−21/2000002c-\gamma/80=-21/200000, the affine case by 2Taff(1−p)k/42T_{\mathrm{aff}}(1-p)^{k/4}.
  • Section 7, transfers (07-transfers.tex, pp. 19--22). Proposition 7.1 (digit product): a two-coloring of Z/NZ\mathbb Z/N\mathbb Z with no monochromatic kk-term progression of nonzero step gives W2m(k)>NmW_{2^m}(k)>N^m for every m≥1m\ge1 and so Wr(k)>N⌊log⁡2r⌋W_r(k)>N^{\lfloor\log_2r\rfloor} for r≥2r\ge2, by coloring [Nm][N^m] with the base-NN digit colors and reading the least digit at which the step is nonzero (the related Erdős--Turán argument is cited through Fox--Hunter). Proof of Theorem 1.1 (p. 20) from Theorem 6.3 and Proposition 7.1. Theorem 7.2: for all integers r≥256r\ge256 and k≥3k\ge3, Wr(k)>exp⁡((log⁡r)2/(64log⁡2))W_r(k)>\exp((\log r)^2/(64\log2)), by a Behrend-type coloring of [bs][b^s], b=⌊r1/4⌋b=\lfloor r^{1/4}\rfloor, s=⌊log⁡r/(4log⁡2)⌋s=\lfloor\log r/(4\log2)\rfloor, by digit halves and the squared norm of the digit vector, which has no nonconstant monochromatic three-term progression. Corollary 7.3: the two uniform growth limits.
  • Appendix A (08-upper.tex, pp. 22--23). Theorem A.1: a recursive F(r,k)F(r,k) with Wr(k)≤F(r,k)<∞W_r(k)\le F(r,k)<\infty for all r,k≥1r,k\ge1 by the block-and-focus induction (citing van der Waerden's account), and the exact values Wr(1)=1W_r(1)=1, Wr(2)=r+1W_r(2)=r+1, W1(k)=kW_1(k)=k.
  • References (pp. 24--25): 25 items, among them Fox--Hunter (arXiv:2606.02541), Campos--Fox--Schildkraut (arXiv:2608.20824), Shi--Dong (arXiv:2607.20752), Kelley--Meka, Leng--Sah--Sawhney, and the release's companion manuscript.

External inputs. The manuscript presents the proof of Theorem 1.1 as self-contained: the arrangement count (Lemma 3.1), the finite local lemma (Lemma 4.1), the prime bound (Lemma 2.2) and the Behrend-type band geometry (Lemma 6.1) each carry a proof in the text, with the literature cited for origin only. The threshold K0K_0 is asserted to exist and to be absolute; no value is computed. The constant c=10−5c=10^{-5} is explicit. Nothing is flagged as numerical, computer-assisted or conditional. The only cited-but-unproved bound is the companion manuscript's equation (1.3), used in an introductory display and in no proof. The release folder holds no verification/ directory.

Bears on

  • Problem 138: Theorem 1.1 with r=2r=2 claims W(k)>kckW(k)>k^{ck}, c=10−5c=10^{-5}, for all k≥K0k\ge K_0, hence W(k)1/k→∞W(k)^{1/k}\to\infty: a claimed resolution of the page's displayed question and a claimed superexponential improvement of the lower bound (the page records Fox--Hunter 2026 for three colors, and Campos--Fox--Schildkraut 2026, W2(k)≥(1−o(1))k2k−1W_2(k)\ge(1-o(1))k2^{k-1}, also cited by the manuscript, on its own claim page). The corpus's verification built OAI.QuantitativeVanDerWaerden.kthRoot_tendsto and OAI.QuantitativeVanDerWaerden.uniform_lower_bound and checked their axioms (propext, Classical.choice and Quot.sound only): at r=2r=2 they state the displayed question, W(k)1/k→∞W(k)^{1/k}\to\infty, and the bound W(k)>kk/100000W(k)>k^{k/100000} for every k≥Kk\ge K for one absolute KK; the open-ended request to improve the bounds stays open, and nothing is said about upper bounds. The record is kept on the claim page of Problem 138.
  • Problem 169: if accepted, Theorem 1.1 gives log⁡W(k)≥cklog⁡k\log W(k)\ge ck\log k for k≥K0k\ge K_0, an input to the question whether f(k)/log⁡W(k)→∞f(k)/\log W(k)\to\infty that enlarges the denominator and settles nothing; the manuscript does not name f(k)f(k) or this problem. Unverified here; the page's status rests on its own evidence.