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This research presents a numerical framework using semidefinite programs to efficiently compute lower bounds on conditional von-Neumann entropy for device-independent quantum cryptography. By relying solely on observed statistics, the method provides provable guarantees for randomness extraction in noisy environments without requiring trusted devices. This advancement directly enhances the practicality and security of quantum communication protocols in untrusted settings.
Reliable Entropy Estimation from Observed Statistics for Device-Independent Quantum Cryptography
arXiv:2411.04858v3 Announce Type: replace Abstract: This paper introduces a numerical framework for establishing lower bounds on the conditional von-Neumann entropy in device-independent quantum cryptography and randomness extraction scenarios. Leveraging a hierarchy of semidefinite programs derived from the Navascu\'es-Pironio-Acin (NPA) hierarchy, our tool enables efficient computation of entropy bounds based solely on observed statistics, assuming the validity of quantum mechanics. The method's computational efficiency is ensured by its reliance on projective operators within the non-commutative polynomial optimization problem. The method facilitates provable bounds for extractable randomness in noisy scenarios and aligns with modern entropy accumulation theorems. Consequently, the framework offers an adaptable tool for practical quantum cryptographic protocols, expanding secure communication possibilities in untrusted environments.
Abstract:This paper introduces a numerical framework for establishing lower bounds on the conditional von-Neumann entropy in device-independent quantum cryptography and randomness extraction scenarios. Leveraging a hierarchy of semidefinite programs derived from the Navascués-Pironio-Acin (NPA) hierarchy, our tool enables efficient computation of entropy bounds based solely on observed statistics, assuming the validity of quantum mechanics. The method's computational efficiency is ensured by its reliance on projective operators within the non-commutative polynomial optimization problem. The method facilitates provable bounds for extractable randomness in noisy scenarios and aligns with modern entropy accumulation theorems. Consequently, the framework offers an adaptable tool for practical quantum cryptographic protocols, expanding secure communication possibilities in untrusted environments.
arXiv:2411.04858 [quant-ph]
(or arXiv:2411.04858v3 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2411.04858 Focus to learn more arXiv-issued DOI via DataCite
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