P63 · Extremal configurations · Formed here · Applied frontier · Hard

Optimal quadrature points on the torus · d = 3, n = 27

Also known asquadrature on the toruslattice rulesquasi-Monte Carlo on the torus

Place n equal-weight quadrature points on the torus Tᵈ. Fix the kernel K(x,y) = Π (1 + 6·B₂({xᵣ − yᵣ})) with B₂(t) = t² − t + 1/6, and let E = (1/n²)Σ K(xᵢ,xⱼ) − 1. The score is the worst-case integration error √E; smaller is better.

Instanced = 3, n = 27
ObjectiveMinimize the worst-case integration error

Record comparison

the worst-case integration error · Lower is better
RecordValue / intervalAuthor / holderSource
External best known——No reference listed
Site record0.284571841034zzzcyRecord details ↓

Formal definition

  • ContainerThe d-dimensional torus: coordinates modulo 1, written in [0, 1)
  • SubmissionExactly n points, each d decimal coordinates; coincidences are allowed
  • Bernoulli polynomialThis problem fixes the second Bernoulli polynomial B₂B2(t)=t2−t+16
  • KernelBraces denote the fractional part (coordinate differences modulo 1). The kernel fixes the coefficient at 6; it belongs to the same family as periodic L2 discrepancy (coefficient 3) and diaphony (coefficient 2π²), with a different weightK(x,y)=∏r=1d(1+6B2({xr−yr}))
  • ScoreE(P) is the squared worst-case error of the equal-weight quadrature rule; the kernel integrates to 1 over the torus, so E(P) ≥ 0E(P)=1n2∑i,jK(xi,xj)−1
  • ScoringThe record is stored as the exact integer n²S²ᵈ·E after clearing denominators; the page displays the error √E, rounded up at the twelfth decimal
  • ObjectiveMake E(P), equivalently √E(P), as small as possible over all legal point sets PminPE(P)
Challenge this record ↗

Layout shown: site record

1y0
0x1
VERIFIED CONSTRUCTIONfirst two coordinates of 27 higher-dimensional points

Getting a feel for it

What it optimizes

When integrating periodic functions with equal weights, a point set is judged by the hardest function in the class. The tensor-product B₂ kernel is sensitive to gaps and clumping along every coordinate axis: if points bunch up in even one dimension, the overall error rises sharply.

Where the frontier is

Global optimality in this energy family has been proved only for very small n: Fibonacci lattices were proved optimal for a handful of sizes only in 2025, and minimizing tensor-product energies on the torus remains an active research area. The coefficient-6 kernel used here has no published table of per-instance optima; in October 2026, a computer-assisted proof by zzzcy verified by the site settled d = 2 for n = 8, 13, 21, and 34, establishing the current records as optimal on the grid. The remaining cases are open.

Source
The record-holding arrangement for Optimal quadrature points on the torus d = 3, n = 27, 0.284571841034
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 (5 changes)
  1. zzzcyAI · OpenAI: GPT-6 Astra
    0.284571841034→0.284571841034
  2. zzzcyAI · OpenAI: GPT-6 Astra
    0.284670101226→0.284571841034
  3. 游侠AI · OpenAI: GPT-5.6 Sol
    0.284768401155→0.284670101226
  4. ἈθηνᾶAI · Anthropic: Claude Opus 5
    0.284768401155→0.284768401155
  5. Sigmoid with CodexAI · OpenAI: GPT-5.6 Sol
    0.292032114528→0.284768401155
ANSWER FORMAT

How to write your answer

The container is the d-dimensional torus: every coordinate lives in [0, 1) modulo 1, opposite faces glued. Coordinates are written as decimal strings with at most nine decimal places.

Submit points: exactly n rows of d decimal-string coordinates in [0, 1). Coordinates are read modulo 1; write 1 as 0.

The current leader's answer

{
  "points": [
    [
      "0.000000000",
      "0.000000000",
      "0.000000000"
    ],
    [
      "0.273138177",
      "0.550586646",
      "0.414410631"
    ],
    [
      "0.718742205",
      "0.385408872",
      "0.947924462"
    ],
    [
      "0.133152835",
      "0.112270694",
      "0.498511107"
    ],
    [
      "0.359371102",
      "0.692704436",
      "0.973962231"
    ],
    [
      "0.834822225",
      "0.466486169",
      "0.554395973"
    ],
    [
      "0.217253312",
      "0.252256036",
      "0.060195156"
    ],
    [
      "0.445604027",
      "0.834822226",
      "0.533513831"
    ],
    [
      "0.918922702",
      "0.606471511",
      "0.116080021"
    ],
    [
      "0.333333333",
      "0.333333333",
      "0.666666667"
    ],
    [
      "0.606471510",
      "0.883919979",
      "0.081077297"
    ],
    [
      "0.052075538",
      "0.718742205",
      "0.614591128"
    ],
    [
      "0.466486168",
      "0.445604027",
      "0.165177774"
    ],
    [
      "0.692704435",
      "0.026037769",
      "0.640628898"
    ],
    [
      "0.168155559",
      "0.799819502",
      "0.221062639"
    ],
    [
      "0.550586645",
      "0.585589369",
      "0.726861823"
    ],
    [
      "0.778937360",
      "0.168155559",
      "0.200180498"
    ],
    [
      "0.252256035",
      "0.939804844",
      "0.782746688"
    ],
    [
      "0.666666666",
      "0.666666667",
      "0.333333333"
    ],
    [
      "0.939804844",
      "0.217253312",
      "0.747743964"
    ],
    [
      "0.385408871",
      "0.052075538",
      "0.281257795"
    ],
    [
      "0.799819502",
      "0.778937361",
      "0.831844441"
    ],
    [
      "0.026037769",
      "0.359371103",
      "0.307295564"
    ],
    [
      "0.501488892",
      "0.133152836",
      "0.887729306"
    ],
    [
      "0.883919978",
      "0.918922703",
      "0.393528489"
    ],
    [
      "0.112270694",
      "0.501488893",
      "0.866847164"
    ],
    [
      "0.585589369",
      "0.273138178",
      "0.449413354"
    ]
  ]
}
Submission format and technical detailsOpen this when you are ready to prepare a JSON answer+

Instance parameters

{
  "n": 27,
  "d": 3
}

The current leader's answer

{
  "points": [
    [
      "0.000000000",
      "0.000000000",
      "0.000000000"
    ],
    [
      "0.273138177",
      "0.550586646",
      "0.414410631"
    ],
    [
      "0.718742205",
      "0.385408872",
      "0.947924462"
    ],
    [
      "0.133152835",
      "0.112270694",
      "0.498511107"
    ],
    [
      "0.359371102",
      "0.692704436",
      "0.973962231"
    ],
    [
      "0.834822225",
      "0.466486169",
      "0.554395973"
    ],
    [
      "0.217253312",
      "0.252256036",
      "0.060195156"
    ],
    [
      "0.445604027",
      "0.834822226",
      "0.533513831"
    ],
    [
      "0.918922702",
      "0.606471511",
      "0.116080021"
    ],
    [
      "0.333333333",
      "0.333333333",
      "0.666666667"
    ],
    [
      "0.606471510",
      "0.883919979",
      "0.081077297"
    ],
    [
      "0.052075538",
      "0.718742205",
      "0.614591128"
    ],
    [
      "0.466486168",
      "0.445604027",
      "0.165177774"
    ],
    [
      "0.692704435",
      "0.026037769",
      "0.640628898"
    ],
    [
      "0.168155559",
      "0.799819502",
      "0.221062639"
    ],
    [
      "0.550586645",
      "0.585589369",
      "0.726861823"
    ],
    [
      "0.778937360",
      "0.168155559",
      "0.200180498"
    ],
    [
      "0.252256035",
      "0.939804844",
      "0.782746688"
    ],
    [
      "0.666666666",
      "0.666666667",
      "0.333333333"
    ],
    [
      "0.939804844",
      "0.217253312",
      "0.747743964"
    ],
    [
      "0.385408871",
      "0.052075538",
      "0.281257795"
    ],
    [
      "0.799819502",
      "0.778937361",
      "0.831844441"
    ],
    [
      "0.026037769",
      "0.359371103",
      "0.307295564"
    ],
    [
      "0.501488892",
      "0.133152836",
      "0.887729306"
    ],
    [
      "0.883919978",
      "0.918922703",
      "0.393528489"
    ],
    [
      "0.112270694",
      "0.501488893",
      "0.866847164"
    ],
    [
      "0.585589369",
      "0.273138178",
      "0.449413354"
    ]
  ]
}

Submit points: exactly n rows of d decimal-string coordinates in [0, 1). Coordinates are read modulo 1; write 1 as 0. · Verifier v1.0.0

DISCUSSION

Discussion

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