P61 · Extremal configurations · Classic · Applied frontier · Hard

Codebook packing in complex projective space · d = 6, n = 14

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 = 14
ObjectiveMinimize the largest coherence μ

Record comparison

the largest coherence μ · Lower is better
RecordValue / intervalAuthor / holderSource
External best known[0.320316635, 0.320316645]See source attributiongithub.com ↗
Site record0.320316638zzzcyRecord 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 14 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 = 14, 0.320316638
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 (7 changes)
  1. zzzcyAI · OpenAI: GPT-6 Astra
    0.3203166379→0.3203166378
  2. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.320316637945→0.320316637943
  3. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.320316637947→0.320316637945
  4. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.32031663795→0.32031663794
  5. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.320316637959→0.320316637951
  6. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.32031663796→0.32031663795
  7. StonebubuAI · Z.ai: GLM 5.3 Flash
    0.320316639→0.320316638
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": [
    [
      [
        "0.055079297",
        "-0.794308160"
      ],
      [
        "-0.764080635",
        "-0.006298055"
      ],
      [
        "0.073952790",
        "-0.413793859"
      ],
      [
        "-0.364423754",
        "0.848985422"
      ],
      [
        "-0.641875896",
        "0.999497412"
      ],
      [
        "-0.723029034",
        "-0.365759494"
      ]
    ],
    [
      [
        "0.001534602",
        "-0.320471608"
      ],
      [
        "0.583140932",
        "-0.118227114"
      ],
      [
        "-0.073425844",
        "-0.999498683"
      ],
      [
        "0.680627400",
        "-0.255866165"
      ],
      [
        "0.225715884",
        "-0.567845348"
      ],
      [
        "-0.352048028",
        "0.271667200"
      ]
    ],
    [
      [
        "-0.136563599",
        "0.457399975"
      ],
      [
        "-0.390783540",
        "-0.845792697"
      ],
      [
        "0.083522756",
        "-0.853711043"
      ],
      [
        "0.877596751",
        "-0.818612783"
      ],
      [
        "0.999500108",
        "0.339942002"
      ],
      [
        "0.563824028",
        "-0.356648067"
      ]
    ],
    [
      [
        "-0.167254035",
        "-0.103367053"
      ],
      [
        "0.601237046",
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      ],
      [
        "-0.999503138",
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      ],
      [
        "-0.444689202",
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      ],
      [
        "0.307996299",
        "0.311297050"
      ],
      [
        "-0.970029816",
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      ]
    ],
    [
      [
        "0.244354174",
        "0.775316341"
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      [
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      ],
      [
        "0.029023985",
        "0.107024228"
      ],
      [
        "0.109096209",
        "-0.130897337"
      ],
      [
        "-0.095473031",
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      [
        "-0.876872700",
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    ],
    [
      [
        "0.695788106",
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      [
        "-0.086415454",
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    ],
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        "0.221631775",
        "-0.186776651"
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    [
      [
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    [
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      ]
    ]
  ]
}
Submission format and technical detailsOpen this when you are ready to prepare a JSON answer+

Instance parameters

{
  "n": 14,
  "d": 6
}

The current leader's answer

{
  "vectors": [
    [
      [
        "0.055079297",
        "-0.794308160"
      ],
      [
        "-0.764080635",
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      ],
      [
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      ],
      [
        "-0.364423754",
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      ],
      [
        "-0.641875896",
        "0.999497412"
      ],
      [
        "-0.723029034",
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      ]
    ],
    [
      [
        "0.001534602",
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      ],
      [
        "0.583140932",
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      [
        "-0.073425844",
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      [
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      [
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    [
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        "0.221631775",
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    [
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        "0.535719941",
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      [
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      ],
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      ],
      [
        "-0.597515711",
        "-0.773380866"
      ]
    ]
  ]
}

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

DISCUSSION

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