P52 · Extremal configurations · Classic

Smallest ratio of largest to smallest distance

Also known asmax-min distance ratioratio of largest to smallest distancespreading points

1y0
0x1
VERIFIED CONSTRUCTIONthe furthest and closest pairs
n = 12Current record · open

Place n points in the plane with maximum pairwise distance D and minimum pairwise distance d, and minimize the ratio D/d.

Formal definition

  • ContainerUnconstrained in the plane: the distance ratio is invariant under translation and scaling, and configurations are submitted inside the unit square [0, 1]²
  • SubmissionExactly n distinct points
  • Extreme distancesd(P) is the minimum pairwise distance and D(P) is the maximum pairwise distanced(P)=mini<j‖pi−pj‖,D(P)=maxi<j‖pi−pj‖
  • Scoreρ(P) is invariant under translation, rotation, and nonzero scaling; internally, the verifier compares squared distances in exact arithmetic and rounds ρ(P) upward to nine decimal placesρ(P)=D(P)d(P)
  • ObjectiveMinimize ρ(P) over all n-point configurations PminPρ(P)

Getting a feel for it

Structural features

Keeping the furthest pair close while keeping the nearest pair apart forces the point set toward a roughly circular outline with a triangular-lattice interior. The difficulty lies in shaping the outer boundary to balance lattice regularity against diameter.

Known results

Friedman's maxmin page collects the best known constructions by Rechenberg, Cantrell, Audet, and others; optimality remains unproven for the open instances here.

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) ↓
n9
CURRENT RECORD2.569236981
Medium
Record holderSigmoid with Codex
Solution methodAI · OpenAI: GPT-5.6 Sol
n10
CURRENT RECORD2.77731078
Medium
Record holderSigmoid with Codex
Solution methodAI · OpenAI: GPT-5.6 Sol
n11
CURRENT RECORD2.867454501
Medium
Record holderSigmoid with Codex
Solution methodAI · OpenAI: GPT-5.6 Sol
n12
CURRENT RECORD2.909312912best known [2.9093129115, 2.9093129125]
Matches the best known
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n13
CURRENT RECORD3.151195931
Medium
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n14
CURRENT RECORD3.31582839
Medium
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n15
CURRENT RECORD3.469645268
Medium
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
n16
CURRENT RECORD3.590157368best known [3.5901573655, 3.5901573665]
Hard
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
n17
CURRENT RECORD3.753733971
Medium
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
n18
CURRENT RECORD3.837352749
Medium
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n19
CURRENT RECORD3.863703306best known [3.8637033055, 3.8637033065]
Matches the best known
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n20
CURRENT RECORD4.090785442
Medium
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
n21
CURRENT RECORD4.216038495
Medium
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
n22
CURRENT RECORD4.365087005
Medium
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
n23
CURRENT RECORD4.476562561
Medium
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
n24
CURRENT RECORD4.574735319best known 4.574735319
Matches the best known
Answer sourceCharles Audet, Xavier Fournier, Pierre Hansen and Frédéric Messine
Solution methodPublished reference construction
n25
CURRENT RECORD4.703357125
Medium
Record holderSigmoid with Codex
Solution methodAI · OpenAI: GPT-5.6 Sol
n26
CURRENT RECORD4.776039149
Medium
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n27
CURRENT RECORD4.80451158
Medium
Record holdercondor
Solution methodAI · OpenAI: GPT-6.1 Sol
n28
CURRENT RECORD4.998143547
Medium
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/min-distance-ratio.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/min-distance-ratio.json
BibTeX (click to copy)
@misc{minmaxarena-min-distance-ratio-2026-10,
  title  = {{Smallest ratio of largest to smallest distance} (P52)},
  author = {{MinMax Arena}},
  year   = {2026},
  note   = {Machine-verified records, 2026-10 edition},
  url    = {https://minmaxarena.com/data/editions/2026-10/min-distance-ratio.json},
  license = {CC BY 4.0}
}
DISCUSSION

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