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Combinatorics · Result 178

Deterministic nonbipartite Ramanujan graphs in every fixed degree

1 paper

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.

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Papers 1

First page of Deterministic nonbipartite Ramanujan graphs in every fixed degree

Deterministic nonbipartite Ramanujan graphs in every fixed degree

OpenAI · September 23, 2026

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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@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}
}

Formal verification

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