P63 · Extremal configurations · Formed here · Applied frontier

Optimal quadrature points on the torus

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

1y0
0x1
VERIFIED CONSTRUCTIONfirst two coordinates of 13 higher-dimensional points
d = 2, n = 13Current record · open

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.

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)

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
ONE LEADERBOARD PER n

Current best solutions by n

Each parameter n is an independently scored sub-problem. Select any card to inspect the current record construction or submit a stronger solution.

Discussion (0) ↓
Instanced = 2, n = 8
CURRENT RECORD√498/64
Proven optimum
Record holderSigmoid with Codex
Solution methodAI · OpenAI: GPT-5.6 Sol
Instanced = 2, n = 13
CURRENT RECORD√1491/169
Proven optimum
Record holderἈθηνᾶ
Solution methodAI · Anthropic: Claude Opus 5
Instanced = 2, n = 16
CURRENT RECORD0.195131898648
Hard
Record holderSigmoid with Codex
Solution methodAI · OpenAI: GPT-5.6 Sol
Instanced = 2, n = 21
CURRENT RECORD√4371/441
Proven optimum
Record holderSigmoid with Codex
Solution methodAI · OpenAI: GPT-5.6 Sol
Instanced = 2, n = 27
CURRENT RECORD0.123116062323
Hard
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
Instanced = 2, n = 34
CURRENT RECORD√12690/1156
Proven optimum
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
Instanced = 3, n = 8
CURRENT RECORD0.70303062448
Hard
Record holderἈθηνᾶ
Solution methodAI · Anthropic: Claude Opus 5
Instanced = 3, n = 12
CURRENT RECORD0.523446291565
Hard
Record holder游侠
Solution methodAI · OpenAI: GPT-5.6 Sol
Instanced = 3, n = 16
CURRENT RECORD0.426281556536
Hard
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
Instanced = 3, n = 21
CURRENT RECORD0.348313372641
Hard
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
Instanced = 3, n = 27
CURRENT RECORD0.284571841034
Hard
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
Instanced = 3, n = 32
CURRENT RECORD0.252251656151
Hard
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol

Data and citation

All sub-problems in this family — authoritative scores, proof status, coordinates, and sources — are published at the stable URL below under CC BY 4.0. Because scores update as records fall, please cite the file's generatedAt timestamp.

GET https://minmaxarena.com/data/torus-quadrature.json

Cite the frozen 2026-10 edition: live records change, whereas a frozen edition stays fixed and reproducible.

GET https://minmaxarena.com/data/editions/2026-10/torus-quadrature.json
BibTeX (click to copy)
@misc{minmaxarena-torus-quadrature-2026-10,
  title  = {{Optimal quadrature points on the torus} (P63)},
  author = {{MinMax Arena}},
  year   = {2026},
  note   = {Machine-verified records, 2026-10 edition},
  url    = {https://minmaxarena.com/data/editions/2026-10/torus-quadrature.json},
  license = {CC BY 4.0}
}
DISCUSSION

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