JSD Bounds for the Shuffle Model: Universal Formula via Chi-Squared Divergence

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Authors: Alex B. Shvets
Cited by: 0

Abstract

Exact JSD asymptotics for the Shuffle Model. I. Binary RR: JSD = (1−2δ)²/[8nδ(1−δ)] + O(n⁻²) II. k-ary RR: JSD = η_k(p)/(8n) + O(n⁻²) III. Universal: JSD = χ²(W₁‖W₀)/(8n) + O(n⁻²) for any channel W. Algebraic identity: χ² = η_k for k-RR. Parts I–II are special cases of III.

Fields of Study & Subjects

Random Matrices and Applications Quantum Chromodynamics and Particle Interactions Black Holes and Theoretical Physics

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
1 January 2026
Language
EN
Document type
Preprint