Operational Interpretation of the Sandwiched Rényi Divergence of Order 1/2 to 1 as Strong Converse Exponents
Ke Li, Yongsheng Yao
TL;DR
This work provides the first operational interpretation of the sandwiched Rényi divergence $D_{\alpha}^{*}$ for $\alpha\in(\tfrac{1}{2},1)$ by deriving exact strong converse exponents for smoothing of the max-relative entropy, quantum privacy amplification, and quantum information decoupling. The exponents are expressed through $D_{\alpha}^{*}$, its induced conditional entropies $H_{\alpha}^{*}$, and the regularized sandwiched Rényi mutual information $I_{\alpha}^{*,\mathrm{reg}}$, reinforcing the duality between the intervals $\alpha\in(\tfrac{1}{2},1)$ and $\alpha\in(1,\infty)$. The paper uses two complementary methods: (i) a type-based (commutative) analysis followed by a fidelity-based lifting to the general quantum case for smoothing, and (ii) a variational-programmatic approach to achievability and a tight converse for privacy amplification and decoupling, relying on both log-Euclidean and sandwiched Rényi quantities. The results extend the operational significance of $D_{\alpha}^{*}$ to the $\alpha\in(\tfrac{1}{2},1)$ regime and highlight the nuanced role of regularized information measures in quantum information tasks. The findings have implications for reliability functions and non-asymptotic quantum information processing, and they raise open questions about trace-distance exponents and single-letter characterizations in decoupling.
Abstract
We provide the sandwiched Rényi divergence of order $α\in(\frac{1}{2},1)$, as well as its induced quantum information quantities, with an operational interpretation in the characterization of the exact strong converse exponents of quantum tasks. Specifically, we consider (a) smoothing of the max-relative entropy, (b) quantum privacy amplification, and (c) quantum information decoupling. We solve the problem of determining the exact strong converse exponents for these three tasks, with the performance being measured by the fidelity or purified distance. The results are given in terms of the sandwiched Rényi divergence of order $α\in(\frac{1}{2},1)$, and its induced quantum Rényi conditional entropy and quantum Rényi mutual information. This is the first time to find the precise operational meaning for the sandwiched Rényi divergence with Rényi parameter in the interval $α\in(\frac{1}{2},1)$.
