VibeMathedMath problems solved with AI

Prescribed-order Euclidean prefix discrepancy O(sqrt d), independent of length (Bansal-Jiang-Meka-Singla-Sinha Conjecture 6.3)

Given vectors v1,…,vNv_1,\dots,v_N in the Euclidean unit ball of Rd\mathbb R^d in a fixed order, choose signs εi∈{±1}\varepsilon_i\in\{\pm1\} to keep every prefix sum ∑i≤kεivi\sum_{i\le k}\varepsilon_iv_i small. Banaszczyk proved a bound O(d+log⁡N)O(\sqrt d+\sqrt{\log N}), which grows with the length when NN is large compared with dd. Bansal, Jiang, Meka, Singla and Sinha (2021, Section 6, Conjecture 6.3), following Banaszczyk, conjectured the length-free square-root bound. Is there an absolute CC such that every such sequence has signs with all prefix sums of norm at most CdC\sqrt d?

Result
Proved(see note)
Status
Candidate (review pending)
AI contribution
AI-discovered
Method
Argument
Field
Discrepancy theory; vector balancing
Posed by
Nikhil Bansal, Haotian Jiang, Raghu Meka, Sahil Singla and Makrand Sinha, Prefix Discrepancy, Smoothed Analysis, and Combinatorial Vector Balancing, arXiv 2111.07049 (2021), Conjecture 6.3
Year posed
2021
Years open
5y
Solved
2026-09-24
Model
Unreleased internal OpenAI model
Vendor
OpenAI
Collaborators
—
Verification
Lean-checked, statement unaudited
Publication
Announced
Collection
OpenAI math release (October 2026), version adc7f12
Significance
22 / 100
Disclosed cost
—
Wikipedia
No dedicated article

What was actually shown

Theorem 1.1: an absolute constant CC such that every finite sequence in the Euclidean unit ball of Rd\mathbb R^d, in prescribed order, has one signing with every prefix of norm at most CdC\sqrt d, independent of NN. This removes the log⁡N\sqrt{\log N} term from Banaszczyk's bound and is optimal up to the constant. It is existential: no efficient or online algorithm is given, so the algorithmic and online versions of the question remain open.

What the AI did

The release README says the results were produced by an unreleased internal OpenAI model with a fixed procedure, on average about three hours of ChatGPT Pro thinking compute per result, and that some outputs build on earlier model results. This result is not among the README's exceptions (the Hodge conjecture for CM abelian varieties and the Re(s) > 11/12 zero-free region). The manuscript is authored 'OpenAI' and names no human author.

Verification

No independent mathematician has checked this yet. Checked here: Theorem 1.1 of the manuscript was read against the prescribed-order signing question as the paper cites it from Bansal et al.; the manuscript's citation was not checked against the 2021 preprint's own wording. The proof was not refereed. lean/formalization.yaml lists a main result for this manuscript (comparator SteinitzBergstrom, declaration OAI.EuclideanSteinitzBergstrom.main); its SignedPrefixBound part, read here, states exactly the length-free CdC\sqrt d prefix-signing bound for every finite sequence in the unit ball. Not rebuilt here.

Sources

Changelog1 change

Discussion