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A Nearly Quartic Separation Between Randomized and Quantum Query Complexity

OpenAI · October 5, 2026

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Abstract

We construct total Boolean functions with a nearly quartic separation between bounded-error randomized and quantum query complexity. Writing these complexities as $\mathrm R(f)$ and $\mathrm Q(f)$, the examples rule out every universal bound $\mathrm R(f)=O((1+\mathrm Q(f))^\alpha)$ with α < 4. Thus the known quartic upper bound has the optimal exponent, disproving the conjectured cubic bound. Both complexities count worst-case bit queries with error at most 1/3 on every input.

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  • Mint Research, Yesterday in AI · 9 October 2026 (2026-10-09). Reports on Aaronson's response, explains the manuscript's claimed refutation of the cubic conjecture, and distinguishes reading its abstract and introduction from independently checking its proof. [AI-generated per source]

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Cite

@misc{OAI:A-Nearly-Quartic-Separation-Between-Randomized-and-Quantum-Query-Complexity-October-5-2026,
  author = {{OpenAI}},
  title = {{A Nearly Quartic Separation Between Randomized and Quantum Query Complexity}},
  howpublished = {OpenAI Math Release preprint
                  \href{https://github.com/openai/math/blob/main/preprints/A-Nearly-Quartic-Separation-Between-Randomized-and-Quantum-Query-Complexity-October-5-2026/quartic-query-separation.pdf}{OAI:A-Nearly-Quartic-Separation-Between-Randomized-and-Quantum-Query-Complexity-October-5-2026}},
  year = {2026}
}

Family 284: The optimal quartic separation between randomized and quantum queries

Shows that the universal bound $R(f)=O((1+Q(f))^4)$ for total Boolean functions is sharp in its exponent, ruling out every smaller power and disproving the conjectured cubic relation. Here R and Q are randomized and quantum worst-case bit-query complexities with error at most 1/3; computation between queries is unrestricted.

This is the only paper in this family.