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Deterministic nonbipartite Ramanujan graphs in every fixed degree

OpenAI · September 23, 2026

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Abstract

For every fixed integer d ≥ 3, we give a deterministic algorithm that constructs a simple nonbipartite d-regular Ramanujan graph on every sufficiently large even number n of vertices. It outputs the full adjacency list in polynomially many bit operations, with an exponent that may depend on d. Every nonconstant adjacency eigenvalue lies strictly between $-2\sqrt{d-1}$ and $2\sqrt{d-1}$.

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Collected automatically by AI tools (Claude Opus 5.5 and GPT-6 Astra, 2026-10-21) and not checked by a person. May be wrong or incomplete. Report an error.

Follow-up works

Comments and discussion

  • Gil Kalai, New Ramanujan Graphs! (blog post, Combinatorics and more, 2013-05-01). Kalai's October 2026 post links this earlier account of the Marcus–Spielman–Srivastava bipartite Ramanujan graphs of all degrees, interlacing polynomials and the Bilu–Linial lifting conjecture as background to this paper's nonbipartite construction.

Possibly relevant literature (found by the agent, not checked)

Digests and expositions

  • AI Proved What?, Ramanujan graphs, made to order? (Episode 178, October 2026). This illustrated exposition summarizes the prescribed-order claim, the pairing and switching stages, the exact positivity certificate, and distinctions from earlier existence and near-Ramanujan results. [AI-generated per source]

Elsewhere

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Cite

@misc{OAI:Deterministic-nonbipartite-Ramanujan-graphs-in-every-fixed-degree-September-23-2026,
  author = {{OpenAI}},
  title = {{Deterministic nonbipartite Ramanujan graphs in every fixed degree}},
  howpublished = {OpenAI Math Release preprint
                  \href{https://github.com/openai/math/blob/main/preprints/Deterministic-nonbipartite-Ramanujan-graphs-in-every-fixed-degree-September-23-2026/paper.pdf}{OAI:Deterministic-nonbipartite-Ramanujan-graphs-in-every-fixed-degree-September-23-2026}},
  year = {2026}
}

Family 178: Deterministic nonbipartite Ramanujan graphs in every fixed degree

For every fixed d ≥ 3, constructs a simple d-regular nonbipartite Ramanujan graph on every sufficiently large even number n of vertices, with every nonconstant adjacency eigenvalue strictly between $-2\sqrt{d-1}$ and $2\sqrt{d-1}$. A deterministic algorithm outputs the full adjacency list in polynomial bit time, with exponent depending on d.

This is the only paper in this family.