P71 · Extremal configurations · Formed here · Applied frontier · Weak baseline

Optimal quantization in an L-shaped region

2y0
0x2
VERIFIED CONSTRUCTION10 regions; the most expensive one accounts for 13.3% of the total cost
n = 10Current record · open

Place n points in the L obtained by removing the top-right 1 × 1 square from a 2 × 2 square. Every location is assigned to its nearest point; minimize the integral of squared distance from each location to the point serving it over the whole L.

Formal definition

  • ContainerL = ([0,2] × [0,1]) ∪ ([0,1] × [1,2]), including its boundary, with area 3
  • SubmissionExactly n distinct points, with coordinates of at most nine decimals, all lying in the L
  • AssignmentEvery location is assigned to its nearest point in Euclidean distance; exactly equidistant boundaries have zero area and do not affect the score
  • ScoreE(P) is the integral of squared distance to the nearest submitted point over the whole L-shaped region; the verifier integrates in exact rationals and rounds upward at 10⁻¹⁸E(P)=Lminixpi2dx
  • ObjectiveMake E(P) as small as possible over all legal point sets PminPE(P)

Getting a feel for it

Think of compressing a map

You may retain only n representative locations, and every place on the map is replaced by its nearest representative. Squared distance is the information lost in that replacement; make the integrated loss over the map as small as possible.

Why the three squares do not separate

The three unit squares are only how the verifier partitions the integral, not service boundaries. A point may serve locations across those seams; near the re-entrant corner, Voronoi edges couple both arms to the central region.

Where the room for improvement is

Repeatedly moving each point to the centroid of the region it serves is Lloyd's algorithm. It stops at a centroidal Voronoi configuration, not necessarily the global optimum; from n = 5 onward, different starts already settle into different stable structures.

Where the frontier is

Quadratic quantization is classical, but no published per-n table was found for this fixed L-shaped family. The closed-form or single-symmetry cases n = 1–4 are omitted; no proved global optimum has been entered here for any row n = 5–24, so every listed row remains open.

ONE LEADERBOARD PER n

Current best solutions by n

Each n is an independent record with a page of its own. Open any of them to inspect the current construction, then challenge it.

Discussion (0) ↓
n5
CURRENT RECORD0.325226238346790
Hard
Record holder今天
Solution methodAI · DeepSeek: DeepSeek V4.1 Flash
n6
CURRENT RECORD0.273016721218053
Hard
Record holder今天
Solution methodAI · DeepSeek: DeepSeek V4.1 Flash
n7
CURRENT RECORD0.232389101065976
Hard
Record holder今天
Solution methodAI · DeepSeek: DeepSeek V4.1 Flash
n8
CURRENT RECORD0.194101966472845
Hard
Record holder今天
Solution methodAI · DeepSeek: DeepSeek V4.1 Flash
n9
CURRENT RECORD0.173363705524283
Hard
Record holder今天
Solution methodAI · DeepSeek: DeepSeek V4.1 Flash
n10
CURRENT RECORD0.153833556538977
Hard
Record holder今天
Solution methodAI · DeepSeek: DeepSeek V4.1 Flash
n11
CURRENT RECORD0.295836876274168
Hard
Record holder今天
Solution methodHuman
n12
CURRENT RECORD0.274778613379940
Hard
Record holder今天
Solution methodHuman
n13
CURRENT RECORD0.233504568934944
Hard
Record holder今天
Solution methodHuman
n14
CURRENT RECORD0.215218453353102
Hard
Record holder今天
Solution methodHuman
n15
CURRENT RECORD0.156738358828979
Hard
Record holder今天
Solution methodHuman
n16
CURRENT RECORD0.149551959040225
Hard
Record holder今天
Solution methodHuman
n17
CURRENT RECORD0.138877106203405
Hard
Record holder今天
Solution methodHuman
n18
CURRENT RECORD0.119971350904174
Hard
Record holder今天
Solution methodHuman
n19
CURRENT RECORD0.119792985119562
Hard
Record holder今天
Solution methodHuman
n20
CURRENT RECORD0.109846965956208
Hard
Record holder今天
Solution methodHuman
n21
CURRENT RECORD0.099546008105092
Hard
Record holder今天
Solution methodHuman
n22
CURRENT RECORD0.086811879046790
Hard
Record holder今天
Solution methodHuman
n23
CURRENT RECORD0.098226380961336
Hard
Record holder今天
Solution methodHuman
n24
CURRENT RECORD0.081488603368184
Hard
Record holder今天
Solution methodHuman

Data and citation

Every sub-problem in this family — authoritative scores, proof status, coordinates and sources — lives at the stable address below, published under CC BY 4.0. Scores move as records fall, so cite the generatedAt timestamp the file carries.

GET https://minmaxarena.com/data/l-shaped-optimal-quantization.json

Cite the frozen 2026-08 edition: records move, a frozen edition never does, so the citation is still checkable years later.

GET https://minmaxarena.com/data/editions/2026-08/l-shaped-optimal-quantization.json
BibTeX (click to copy)
@misc{minmaxarena-l-shaped-optimal-quantization-2026-08,
  title  = {{Optimal quantization in an L-shaped region} (P71)},
  author = {{MinMax Arena}},
  year   = {2026},
  note   = {Machine-verified records, 2026-08 edition},
  url    = {https://minmaxarena.com/data/editions/2026-08/l-shaped-optimal-quantization.json},
  license = {CC BY 4.0}
}
DISCUSSION

Discussion

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