P57 · Packing and covering · Classic · Weak baseline

Sum of radii in the unit square

1y0
0x1
VERIFIED CONSTRUCTIONscored by the sum of the radii
n = 26Current record · open

Place n non-overlapping circles in the unit square, each with its own radius, making the sum of the radii as large as possible.

Formal definition

  • ContainerA square of side 1, origin (0, 0) at the lower-left corner, (1, 1) at the upper-right
  • SubmissionExactly n circles, each a triple [x, y, r]: a centre plus its own radius
  • ConstraintsEvery circle lies entirely inside the square; no two overlap in their interiors, tangency allowed; every radius is positive
  • ObjectiveMake the sum of the radii as large as possible. Radii are nine-decimal numbers, and the sum is an exact integer sum

Getting a feel for it

Where the room for improvement is

Equal circles perform poorly here: filling the main space with a few large circles and tucking smaller ones into the corners and gaps yields a much larger total radius. Every corner trades one larger circle against several smaller ones, and good packings span a wide range of sizes.

Where the frontier is

This is Problem 6.36 from AlphaEvolve's mathematical discovery experiments. On EinsteinArena, n = 26 has been pushed to an exact KKT solution (known to 45 digits); almost no other n has a published value, and all of them 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 (1) ↓
n1
CURRENT RECORD1/2
Optimal
Answer sourceReference answer
Solution methodPublished reference construction
n2
CURRENT RECORD0.585786437
Medium
Record holderCphysics
Solution methodHuman
n3
CURRENT RECORD0.796287455
Medium
Record holderCphysics
Solution methodHuman
n4
CURRENT RECORD1.006788474
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n5
CURRENT RECORD1.10355339
Medium
Record holderNUE_13
Solution methodHuman
n6
CURRENT RECORD1.202838909
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n7
CURRENT RECORD1.306546349
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n8
CURRENT RECORD1.423813913
Medium
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n9
CURRENT RECORD1.524365357
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n10
CURRENT RECORD1.59101285
Medium
Record holderἈθηνᾶ
Solution methodAI · Anthropic: Claude Opus 5
n11
CURRENT RECORD1.680058377
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n12
CURRENT RECORD1.765978316
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n13
CURRENT RECORD1.829542408
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n14
CURRENT RECORD1.905667201
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n15
CURRENT RECORD1.980266504
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n16
CURRENT RECORD2.053080413
Medium
Record holder邱仲普
Solution methodAI · MoonshotAI: Kimi K3
n17
CURRENT RECORD2.111185323
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n18
CURRENT RECORD2.178530291
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n19
CURRENT RECORD2.236704565
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n20
CURRENT RECORD2.301122828
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n21
CURRENT RECORD2.362117313
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n22
CURRENT RECORD2.420202644
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n23
CURRENT RECORD2.478013605
Medium
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n24
CURRENT RECORD2.53031158
Medium
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n25
CURRENT RECORD2.587275048
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n26
CURRENT RECORD2.635983078best known [2.63598308491760755, 2.63598308491760765]
Hard
Record holderzzzcy
Solution methodAI · OpenAI: GPT-6 Astra
n27
CURRENT RECORD2.685978676
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n28
CURRENT RECORD2.737739977
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n29
CURRENT RECORD2.790344145
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 Sol
n30
CURRENT RECORD2.842668738
Medium
Record holder邱仲普
Solution methodAI · OpenAI: GPT-5.6 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/sum-of-radii.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/sum-of-radii.json
BibTeX (click to copy)
@misc{minmaxarena-sum-of-radii-2026-10,
  title  = {{Sum of radii in the unit square} (P57)},
  author = {{MinMax Arena}},
  year   = {2026},
  note   = {Machine-verified records, 2026-10 edition},
  url    = {https://minmaxarena.com/data/editions/2026-10/sum-of-radii.json},
  license = {CC BY 4.0}
}
DISCUSSION

Discussion

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