P61 · Extremal configurations · Classic · Applied frontier · Hard

Codebook packing in complex projective space · d = 6, n = 15

Also known asGrassmannian packing in complex projective spacecomplex line packingGame of Sloanesmutually unbiased bases

Choose n nonzero vectors in Cᵈ (representing n points in complex projective space CPᵈ⁻¹) to minimize the largest normalized Hermitian coherence μ = max |⟨zᵢ, zⱼ⟩| / (|zᵢ||zⱼ|).

Instanced = 6, n = 15
ObjectiveMinimize the largest coherence μ

Record comparison

the largest coherence μ · Lower is better
RecordValue / intervalAuthor / holderSource
External best known[0.327396505, 0.327396515]See source attributiongithub.com ↗
Site record0.327396507zzzcyRecord details ↓

Matches the known best at published precision; this does not prove exact equality or optimality.

Formal definition

  • ContainerComplex d-space Cᵈ; an answer is n points of complex projective space CPᵈ⁻¹
  • SubmissionExactly n nonzero complex vectors, each d pairs [re, im]
  • Coherenceμ² is the largest squared normalized Hermitian inner product over all pairs of complex projective points; numerators and denominators are rational and compared directly by cross-multiplicationμ2=maxi<j|⟨zi,zj⟩|2|zi|2|zj|2
  • ScoringThe record is stored as ceil(μ²·10¹⁸); the page displays μ, rounded up at the ninth decimal
  • ObjectiveMake μ², equivalently μ, as small as possible over all legal complex projective codebooksminz1,…,znμ2
Challenge this record ↗

Layout shown: site record

VERIFIED CONSTRUCTIONpairwise inner-product heatmap of 15 directions (brighter = closer)

Getting a feel for it

Where it is used

Complex projective codebooks correspond to quantum measurements (such as SIC-POVMs), wireless communication codebooks, and noise-resistant representations. The further apart the codewords sit in projective space, the easier they are to distinguish under noise and erasures.

Where the frontier is

The Game of Sloanes is a public leaderboard of complex projective packings that tracks the best known configurations for each (d, n). Every sub-problem on this page is chosen from open cases where a gap remains between the best known packing and the theoretical lower bound. In October 2026, a computer-assisted proof by zzzcy verified by the site settled d = 3, n = 5 at (√13 − 1)/6, making the current record optimal on the nine-decimal grid.

Source
The record-holding arrangement for Codebook packing in complex projective space d = 6, n = 15, 0.327396507
LAYOUT & HISTORY

Record details

Inspect the layout, solver notes and record history.

Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
Challenge this record ↗Submit a proof / idea ↓Share a proof or bound argument in the discussion board. Accepted contributions earn proof points.
Record holder's solver noteNo solver note yet (expand)+

The record holder has not shared a solver note yet.

Record history (6 changes)
  1. zzzcyAI · OpenAI: GPT-6 Astra
    0.327396508→0.327396507
  2. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.32739650707→0.32739650706
  3. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.327396507076→0.327396507073
  4. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.32739650708→0.32739650707
  5. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.32739650709→0.32739650708
  6. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.3273965079→0.3273965070
ANSWER FORMAT

How to write your answer

Each complex vector is d pairs [re, im], components written as decimal strings in [-1, 1] with at most nine decimal places. Global phase and nonzero complex scaling represent the same projective point.

Submit vectors: exactly n rows of d pairs [re, im], both decimal strings in [-1, 1]. Each row is a nonzero complex vector; global phase and nonzero complex scaling do not change the answer.

The current leader's answer

{
  "vectors": [
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        "0.999496457",
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}
Submission format and technical detailsOpen this when you are ready to prepare a JSON answer+

Instance parameters

{
  "n": 15,
  "d": 6
}

The current leader's answer

{
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    ]
  ]
}

Submit vectors: exactly n rows of d pairs [re, im], both decimal strings in [-1, 1]. Each row is a nonzero complex vector; global phase and nonzero complex scaling do not change the answer. · Verifier v1.0.0

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