VibeMathedMath problems solved with AI

The Bilu-Linial signing conjecture for regular graphs

Bilu and Linial asked whether every connected dd-regular graph admits a signing of its edges by ±1\pm 1 whose signed adjacency matrix has all eigenvalues in [2d1,2d1][-2\sqrt{d-1}, 2\sqrt{d-1}], the Ramanujan interval. A positive answer would give an iterative construction of Ramanujan graphs of every degree; Marcus, Spielman and Srivastava proved the one-sided version, which yields bipartite Ramanujan graphs. Does every regular graph have such a signing?

Result
Disproved(see note)
Status
Resolved
AI contribution
AI-assisted
Method
Construction
Field
Spectral graph theory
Posed by
Yonatan Bilu and Nathan Linial (2004, 2006)
Year posed
2006
Years open
20y
Solved
2026-09-14
Model
ChatGPT
Vendor
OpenAI
Collaborators
Zhiqiang Xu
Verification
Unreviewed
Publication
Preprint
Significance
35 / 100
Disclosed cost
Wikipedia
No dedicated article

What was actually shown

False for general regular graphs: an explicit cubic graph FF for which every signing produces an eigenvalue outside the Ramanujan interval. FF is not itself Ramanujan, and the conjecture restricted to Ramanujan base graphs - the form that would yield Ramanujan graphs of every degree by iteration - remains open.

What the AI did

From the paper: the counterexample and its proof strategy were developed with the assistance of ChatGPT, and the author states that all AI-generated text was reviewed and the mathematics verified. The model is not named more precisely in the disclosure.

Verification

Checked here on 22 September 2026 against arXiv:2609.15591: the abstract gives a finite connected simple cubic graph FF every signing of which has an eigenvalue outside [22,22][-2\sqrt2, 2\sqrt2], and states the limitation plainly - FF is not Ramanujan, so the conjecture restricted to Ramanujan base graphs remains open. The reference list confirms Bilu and Linial (CPC 13 (2004) and Combinatorica 26 (2006)) and the Marcus-Spielman-Srivastava line. The mathematics was not checked here; eight days old, no referee.

Source

Changelog1 change

Discussion