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Local and eventual entropy concavity under Gaussian smoothing

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Abstract

For independent copies of a symmetric variance-one input, we study entropy of their variance-preserving weighted sum after Gaussian smoothing. For every Q < 1/2, we prove all-weight strict entropy concavity for 0 < q <= Q in an explicit infinite-dimensional Gaussian-relative bounded-density neighborhood. A uniform moment envelope with finite nonzero Hermite discrepancy gives a common eventual threshold; every fixed symmetric non-Gaussian all-moment input has eventual all-weight strict concavity. For the symmetric log-concave class, any counterexample sequence as q decreases to zero must converge weakly and in each fixed absolute moment to the Gaussian, while endpoint curvature is strictly negative for q <= 1/20. An exact moment-matched exponential-tail construction delineates the remaining near-Gaussian gap.

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Available editions

  1. Edition 3 · 2026-10-30 · public
  2. Edition 2 · 2026-10-27 · public
  3. Edition 1 · 2026-10-24 · public

Research details

Subjects
Mathematics · Probability and Statistics · Classical and Real Analysis
Keywords
Probability and Statistics, Classical and Real Analysis, mathematical research
Manuscript date
2026-10-23
Reader reuse
No additional permission granted

Scope

Explicit all-weight relative-density neighborhood for every fixed Q<1/2 and every0<q<=Q. Finite Hermite-discrepancy uniform restoration and Gaussian-only weak/moment limiting obstruction. Per-input all-moments eventual restoration; whole logconcave-class endpoints q<=1/20. Moment-matched exponential tails distinguish the remaining nearGaussian topology.

Disclosures

AI-assisted tools supported research exploration, literature review, manuscript preparation and internal verification. The author retains responsibility for the work.

Reproduction

The exact publication package includes the 14-page manuscript, editable LaTeX sources, reader/build instructions, citation metadata, public checksums and any necessary mathematical or computational supplements. Keep its 6 members together and follow the included README for dependencies, build commands and any finite verification programs. Published finite checks support the stated analytic arguments.