VibeMathedMath problems solved with AI

The Euclidean Steinitz-Bergstrom conjecture: is the Euclidean Steinitz constant O(sqrt d)?

Let S2(d)S_2(d) be the least number such that every finite family of vectors v1,…,vNv_1,\dots,v_N in the Euclidean unit ball of Rd\mathbb R^d with ∑vi=0\sum v_i=0 has an ordering whose partial sums all have norm at most S2(d)S_2(d). Steinitz's lemma gives a bound depending only on dd; Grinberg and Sevastyanov (1980) proved S≤dS\le d for every norm, and the simplex example shows S2(d)≥12dS_2(d)\ge\tfrac12\sqrt d. The expected square-root scale in Euclidean space was discussed by Behrend (1954), and the conjecture is attributed to Bergstrom. Is S2(d)=O(d)S_2(d)=O(\sqrt d)?

Result
Proved(see note)
Status
Candidate (review pending)
AI contribution
AI-discovered
Method
Argument
Field
Discrepancy theory; rearrangements of vector sums
Posed by
Attributed to Viktor Bergstrom (attribution recorded by Ambrus and Heck, Mathematika 2026, Conjecture 5); square-root growth discussed by F. A. Behrend (1954)
Year posed
1954
Years open
72y
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
38 / 100
Disclosed cost
—
Wikipedia
No dedicated article

What was actually shown

Theorem 1.2: there is an absolute constant CC such that every zero-sum family of vectors in the Euclidean unit ball of Rd\mathbb R^d (repetitions allowed) has an ordering with all partial sums of norm at most CdC\sqrt d; with the simplex lower bound, 12d≤S2(d)≤Cd\tfrac12\sqrt d\le S_2(d)\le C\sqrt d. It follows from the prescribed-order signing theorem (separate entry). The constant is not made explicit, and the construction is existential: no online rule or efficient algorithm is given.

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: Theorems 1.1 and 1.2 were read against the conjecture as stated in the manuscript; the ordering bound follows from the signing bound by Chobanyan's transference, proved in the introduction. The proof was not refereed. lean/formalization.yaml lists a main result for this manuscript (comparator SteinitzBergstrom, declaration OAI.EuclideanSteinitzBergstrom.main). ComparatorChallenges/SteinitzBergstrom.lean was read here: it asserts one real CC such that for all d,N≥1d,N\ge1 and all v:Fin N→Rdv:\mathrm{Fin}\,N\to\mathbb R^d with ∥vi∥≤1\|v_i\|\le1 there are signs ±1\pm1 keeping every prefix within CdC\sqrt d, and every zero-sum such family has a permutation keeping every prefix within CdC\sqrt d. This states the headline claim. Not rebuilt here.

Sources

Changelog1 change

Discussion