aiqbench analysis
This paper simplifies the computation of finite-size keyrates in quantum key distribution (QKD) by leveraging tangent-line bounds and off-the-shelf solvers, removing the need for elaborate custom frameworks. The authors extend this efficient approach to the six-state protocol through new closed-form expressions for Rényi entropies, streamlining future security analysis.
Simple QKD keyrate computations from tangent-line bounds
arXiv:2609.09847v1 Announce Type: new Abstract: Recent work in quantum key distribution (QKD) has yielded finite-size keyrates based on convex optimisation problems, using the framework of entropy accumulation. Multiple solvers have been developed to address these optimisations in recent years, but have been based on a somewhat elaborate framework using sophisticated algorithms, in order to accommodate a broad range of QKD protocols. In this work, we note that for basic QKD protocols such as qubit BB84, the keyrates can be easily computed using off-the-shelf solvers instead, by obtaining suitable tangent lines to lower bound terms in the objective function. We compute the resulting finite-size keyrates and compare them to previous work. Moreover, we extend this approach to the six-state protocol, by deriving closed-form expressions for the single-round R\'enyi entropies in the protocol. This should facilitate subsequent study of the six-state protocol via entropy accumulation.
Abstract:Recent work in quantum key distribution (QKD) has yielded finite-size keyrates based on convex optimisation problems, using the framework of entropy accumulation. Multiple solvers have been developed to address these optimisations in recent years, but have been based on a somewhat elaborate framework using sophisticated algorithms, in order to accommodate a broad range of QKD protocols. In this work, we note that for basic QKD protocols such as qubit BB84, the keyrates can be easily computed using off-the-shelf solvers instead, by obtaining suitable tangent lines to lower bound terms in the objective function. We compute the resulting finite-size keyrates and compare them to previous work. Moreover, we extend this approach to the six-state protocol, by deriving closed-form expressions for the single-round Rényi entropies in the protocol. This should facilitate subsequent study of the six-state protocol via entropy accumulation.
arXiv:2609.09847 [quant-ph]
(or arXiv:2609.09847v1 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2609.09847 Focus to learn more arXiv-issued DOI via DataCite (pending registration)
arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website.
Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them.
Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.
Full text under the publisher's open licence · 229 words
Related coverage

Researchers Simplify Quantum Key Distribution Calculations
Quantum Zeitgeist · Sep 10, 2026

Humanity’s Last Invention — Richard Socher of Recursive
Latent Space · Sep 14, 2026
Performance Profiling on AMD GPUs – Part 5: Profiling-Driven Kernel Optimization with an AI Code-Assist Tool
AMD · Jul 16, 2026

[AINews] Gemini 4 Argon: GDM’s answer to Astra/Fable, with 1M output
Latent Space · Oct 1, 2026