Gaussian polyhedral partitions with prescribed masses and barycenters

Can one partition Gaussian space into convex polyhedral cells with prescribed masses and projected barycenters? The coupling target assumes a centered finite-support random vector X is convexly dominated by ρG for a standard Gaussian G and 0<ρ<1.

Why it matters and what counts as progress

Why it matters: The partition lemma provides a geometric route from convex domination to exact mass and barycenter constraints.

What counts as progress: Prove the partition and barycenter constraints through a martingale coupling or extend the lemma beyond strict Gaussian domination.

How the problem developed

  1. 2025 · Partial result [1]

    David P. Bourne, Thomas Gallouët, Quentin Mérigot, and Andrea Natale Established a convex-order characterization for discrete measures dominated by an absolutely continuous measure and a method for fitting Laguerre tessellations; this supplies a broader geometric tool behind the later coupling proposition.

  2. 11 May 2026 · Reported claim [2]

    ChatGPT-5.5 Pro, with Dongming Merrick Hua, Antoine Song, and Stefan Tudose Appendix B states a Gaussian polyhedral partition proposition with prescribed cell masses and conditional barycenters; the authors note that the proposition also follows from the earlier Laguerre-tessellation theorem and provide their own sketch.

AI contribution

On Talagrand's Convexity Conjecture

Dongming Merrick Hua, Antoine Song, Stefan Tudose

Appendix B Proposition B.1 gives a convex polyhedral Gaussian partition with prescribed cell masses and projected barycenters when a centered finite-support X is convexly dominated by ρG for 0<ρ<1. The GPT proof is an alternative martingale-coupling step, not the paper’s main Talagrand theorem.

AI involvementAI-centered
ImportanceModest
Technical verificationReported
Human understandingPartial
Paper date:

Sources

  1. Bourne, Gallouët, Mérigot, and Natale, Semi-discrete convex order and Laguerre tessellation fitting
  2. Hua, Song, and Tudose, On Talagrand’s Convexity Conjecture, Appendix B
  3. Talagrand convexity paper and Appendix B
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