Binary Worst-Case Theorem for the Jensen–Shannon Chain-Rule Ratio
Abstract
A complete proof that the worst-case Jensen–Shannon chain-rule ratio over binary triples is a universal constant. Method. Martingale decomposition, Dinkelbach linearization and concave-envelope support reduction to 2×2×2 distributions. The sharp constant is computed to high precision through a KKT system with hidden quadratic structure.
Fields of Study & Subjects
Mathematical Inequalities and Applications
Probability and Statistical Research
Statistical Mechanics and Entropy
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 2 February 2026
- Language
- EN
- Document type
- Preprint