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The maximum number of mutually unbiased bases in dimension six
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Abstract
We prove that the maximum number of mutually unbiased orthonormal bases in ℂ6 is three, resolving Zauner's dimension-six MUB conjecture. The upper bound is computer-assisted: under the stated binary64 arithmetic and compiler conditions, a complete execution of the documented verification pipeline excludes four arbitrary complex bases.
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Notes
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work in progress
Collected automatically by AI tools (Claude Opus 5.5 and GPT-6 Astra, 2026-10-23) and not checked by a person. May be wrong or incomplete. Report an error.
Follow-up works
- Manvir Jaswal, An independent certified computation excluding four mutually unbiased bases in dimension six (Zenodo preprint, DOI 10.5281/zenodo.23255858, 2026-10-13; programs and data: Zenodo dataset, DOI 10.5281/zenodo.23255817). Implements this paper's discretization proof, deciding inequalities in exact integer or outward-rounded interval arithmetic, and reports no four MUBs in C^6 assuming correct binary64 arithmetic; the dataset holds the programs, logs, record files and checksums.
- maximusrufus (GitHub), Independent certified re-run of the computer search for N(6) = 3 (GitHub repository, pre-registration timestamped 2026-10-19). Re-implements Theorem 1.1's search from the LaTeX with outward-rounded C++ intervals, a separate seed-cover check and a 1% python-flint sample, reporting 0 unresolved cells;
lean/Mub/BoxBound.leanproves soundness of the seed-cover box test in Lean 4, while the README says the normal-form reduction and the search are not reviewed or formalized. - Hao-Yu Sun, Mutually unbiased bases: common states, completion, and extension obstructions (arXiv:2610.12180, 2026-10-08). Cites this preprint as reporting N(6)=3 by a computer-assisted no-four-bases theorem, states "Neither preprint is a premise of the proofs in this article," and proves an unextendibility result for a specific MUB triple. [family-level]
Comments and discussion
- mo271 and commenters, OpenQuantumProblems/13:
mutuallyUnbiasedBases_dim6has answer 3 (google-deepmind/formal-conjectures issue #6918, opened 2026-10-07). Asks whether to mark μ(6)=3 as solved. One comment (2026-10-11) says the cited verification code was missing at the referenced commit, and later comments (2026-10-14, 2026-10-20) report two independent re-runs of the search. [family-level] [AI-generated per source] - Jim Jardine (Lattice24), openai-math-audit (GitHub repository, 2026). Finding 2, rated major, says the code and run records behind the computer-assisted upper bound are not in the public release, and calls this "a verifiability gap, not a demonstrated mathematical error." [AI-generated per source]
- Dulwich Quantum Computing, Comment on the dimension-six MUB computation scripts (Bluesky, 2026-10-11). Asks where the C++ programs and execution wrapper required by the manuscript's computer-assisted argument were published.
- Harry Stoltz (@HarryStoltz1), post on X (2026-10-07). In a thread of 2026-10-06 to 2026-10-08, says the proof "relies on a huge computer search, contained in seven referenced C++ files, but none of them are in the GitHub" and asks OpenAI to post the remaining files.
- Josh Bauer (@Joshdbauer), post on X (2026-10-07). Lists this computer-assisted proof among six papers in the release that cite code or data missing from the repository, notes that the Lean proof "only covers ≤5," and calls it "likely a packaging slip."
Formalization
- OpenAI math release, Lean scope note for family 266 (lean/docs/266.md, 2026). The release's Lean proof gives Fourier vanishing and a five-basis bound (MUBSix) plus a cube-fiber cancellation lemma (HadamardCubeFiber); the note says it "does not establish the paper's upper bound of three or its computer-assisted exclusion of four arbitrary bases." [family-level]
- Google DeepMind formal-conjectures, FormalConjectures/OpenQuantumProblems/13.lean (GitHub, accessed 2026-10-21). States the MUB problem in Lean, cites this preprint as claiming μ(6)=3 by an unformalised computer-assisted argument, and keeps
mutuallyUnbiasedBases_dim6marked research open withsorry, separately from the formal upper bound of five. [cites earlier version] [family-level] - mo271, feat: mark problems solved in the OpenAI math release and link formal proofs (formal-conjectures PR #6898, merged 2026-10-11). The release-wide PR that added the μ(6) ≤ 5 variant
upper_fivewith a link to the release's Lean proof. [family-level]
Related prior literature mentioned by others
- Philippe Jaming, Máté Matolcsi and Péter Móra, The problem of mutually unbiased bases in dimension 6 (Cryptography and Communications 2, 211–220, 2010; arXiv:1201.0640, 2012-01-03). Ying Xie's survey, Section 9.3.4, identifies this discretization program as an antecedent of the manuscript's claimed exhaustive cover of arbitrary second bases.
Possibly relevant literature (found by the agent, not checked)
- Philippe Raynal, Xin Lü, Berthold-Georg Englert, Mutually unbiased bases in dimension six: The four most distant bases (Phys. Rev. A 83, 062303, 2011). Numerical evidence against four MUBs in C^6, relevant to Theorem 1.1; cited in the formal-conjectures file.
- Gary McConnell, Harry Spencer, Afaq Tahir, Evidence for and against Zauner's MUB Conjecture in ℂ⁶ (arXiv:2103.08703, 2021). Finite-field evidence on Zauner's dimension-six conjecture, which this paper claims to resolve.
Digests and expositions
- Ying Xie, What the Machine Invented: Mining New Mathematical Instruments from OpenAI's October 2026 Release of AI-Generated Mathematics (arXiv:2610.17090, 2026-10-12). Section 9.3.4 describes the phase cover, tangent refinement and companion Fourier certificates, distinguishes their formalization scopes, and states that the headline computation was not independently rerun for this survey. [AI-generated per source] [family-level]
News and blogs
- Carlos Toledo, OpenAI's math release: what it claims beyond what it checks (audit dated 2026-10-10). For the original release at commit fd4aeeb2, entry F-532 reports that the code and data needed to recheck this paper's exhaustive computation were unavailable in the audited clone. [cites earlier version]
- Azmat, Zauner MUB Conjecture: How OpenAI's Proof Ruled Out a Fourth Basis After 35 Years (Binary Verse AI, 2026-10-15). Explains the manuscript's three-stage covering and compatibility-graph argument and distinguishes its arithmetic and execution conditions from the weaker Lean result.
Elsewhere
- VibeMathed: Problem record
- Emergent Mind: family 266
Independent sites; their content is not reviewed here.
Cite
@misc{OAI:The-maximum-number-of-mutually-unbiased-bases-in-dimension-six-September-24-2026,
author = {{OpenAI}},
title = {{The maximum number of mutually unbiased bases in dimension six}},
howpublished = {OpenAI Math Release preprint
\href{https://github.com/openai/math/blob/main/preprints/The-maximum-number-of-mutually-unbiased-bases-in-dimension-six-September-24-2026/The-maximum-number-of-mutually-unbiased-bases-in-dimension-six-September-24-2026.pdf}{OAI:The-maximum-number-of-mutually-unbiased-bases-in-dimension-six-September-24-2026}},
year = {2026}
}Lean formalization
OpenAI provides Lean files for this family: lean/docs/266.md. The Lean statements have not been checked by people against the paper's claims.
Family 266: Exactly three mutually unbiased bases in dimension six
Proves $N(6)=3$, resolving Zauner's dimension-six mutually unbiased bases conjecture: three such bases exist in ℂ6, but four cannot. The exclusion is a complete certified computation under the stated binary64 arithmetic and compiler conditions. An independent companion proves the Matolcsi–Ruzsa–Weiner Fourier-vanishing conjecture for order-six complex Hadamard matrices outside Tao's cubic equivalence class.
Other papers in this family:
- Exact Fourier certificates for complex Hadamard matrices of order six · September 24, 2026