VibeMathedMath problems solved with AI

Asymptotically attaining the Moore bound

For positive integers dd and kk, let nk(d)n_k(d) be the maximum order of a graph of maximum degree at most dd and diameter at most kk. It is shown thatlimdnk(d)dk=1\lim_{d \to \infty}\frac{n_k(d)}{d^k} = 1for every fixed kk, thereby resolving the asymptotic degree-diameter problem for fixed diameter.

Also proved a similar lower bound on the edge-variant of the problem, and a tight asymptotic for the bipartite variant of the edge problem.

Result
Proved(see note)
Status
Resolved
AI contribution
AI co-developed
Method
Construction
Field
Combinatorics
Posed by
Béla Bollobás
Year posed
1978
Years open
48y
Solved
2026-08-04
Model
GPT-5.6
Vendor
OpenAI
Collaborators
Wouter Cames van Batenburg, Samuel Korsky
Verification
Lean-verified
Publication
Preprint
Significance
38 / 100
Disclosed cost
Wikipedia
6 languages

What was actually shown

Settles two conjectures. Theorem 1.1 proves Bollobas's asymptotic degree-diameter conjecture, in the stronger liminf form rather than the conjectured limsup. Corollary 1.2 proves Conjecture 3 of Cambie, Cames van Batenburg, de Joannis de Verclos and Kang on the edge variant, again in the stronger liminf form, and is tight for bipartite graphs.

What the AI did

The paper's tool disclosure states that GPT-5.6 Pro, used in exploratory brainstorming directed by the authors, suggested splitting complete flags into their odd- and even-rank subflags. That suggestion arose in connection with the edge problem but became the halved-flag construction carrying Theorem 1.1 itself, the graph being named for it. The authors developed it, formulated and verified every argument, and take full responsibility. Generative AI also assisted the Lean 4 formalization.

Verification

Lean 4 formalization at github.com/woutercvb/wewantmoore, checked by the site on 2026-08-06 at commit 32beb227. `DegreeDiameter.theorem_1_1` states Theorem 1.1 itself, as a limit of nKD k d / d^k, and `corollary_1_2` states Corollary 1.2; neither is a weakened lemma, and a second independent route is proved alongside each under `_via_big_cell`. No sorry or admit appears in the sources, and the committed axiom audit shows both final theorems resting only on propext, Classical.choice and Quot.sound. That audit is not taken on trust: the repository's CI builds the project from the pinned toolchain and manifest, regenerates the axiom and dependency reports, and fails if they differ from the committed ones. It passes on this commit. The formalization was itself AI-assisted, per the paper's disclosure, and the authors note it is not a line-by-line transcription: k = 1 is handled by the same construction rather than by complete graphs, and the order and cap asymptotics go through leading terms rather than the displayed O_k(q^-1) estimates.

Sources

Submitted by GoldenMongoose827 on

Changelog6 changes
  • Rasmus Lindahlcommented
  • Rasmus Lindahlset significanceNote to The degree-diameter problem carries its own Electronic Journal of Combinatorics dynamic su…, also aiRole, significance, aiContribution, resultNote, verificationNote, yearPosed, posedBy, citationsUrl, renownLangs, links
  • GoldenMongoose827set Citation URL to https://en.wikipedia.org/wiki/Degree_diameter_problem
  • Rasmus Lindahlchanged More links from paper: Asymptotically attaining the Moore bound | https://arxiv.org/pdf/2608.03965 to code: Asymptotically attaining the Moore bound — Lean 4 formalization | https://github.com…, also More links, Statement
  • Rasmus Lindahlapproved this entry
  • GoldenMongoose827submitted this entry

Discussion1

Rasmus Lindahl05 Aug 2026, 22:35 UTC

This honestly seem quite significant. Seems to check out. :)

0