Reuse & Permissions

It is not necessary to obtain permission to reuse this article or its components as it is available under the terms of the Creative Commons Attribution 4.0 International license. This license permits unrestricted use, distribution, and reproduction in any medium, provided attribution to the author(s) and the published article's title, journal citation, and DOI are maintained. Please note that some figures may have been included with permission from other third parties. It is your responsibility to obtain the proper permission from the rights holder directly for these figures.

Export citation

Export citation

Choose format for download:

Download Citation
  • Open Access

Finite-size secret-key rates of discrete modulation continuous-variable quantum key distribution under Gaussian attacks

Gabriele Staffieri1,2, Giovanni Scala3,2, and Cosmo Lupo3,1,2

Phys. Rev. A 113, 022445 – Published 24 February, 2026

DOI: https://doi.org/10.1103/rwq3-p1m6

Abstract

Quantum conditional entropies play a fundamental role in quantum information theory. In quantum key distribution, they are exploited to obtain reliable lower bounds on the secret-key rates in the finite-size regime, against collective attacks and coherent attacks under suitable assumptions. Here we consider continuous-variable communication protocols, where the sender Alice encodes information using a discrete modulation of phase-shifted coherent states, and the receiver Bob decodes by homodyne or heterodyne detection. We compute the Petz-Rényi and sandwiched Rényi conditional entropies associated with these setups, assuming either a passive eavesdropper or one that injects thermal photons into the channel, who gathers the quantum information leaked through a lossy communication line of known or bounded transmittance. Whereas our results do not directly provide reliable key-rate estimates, they do represent useful ballpark figures. We obtain analytical or semianalytical expressions that do not require intensive numerical calculations. These expressions serve as bounds on the key rates that may be tight in certain scenarios. We compare different estimates, including known bounds that have already appeared in the literature and bounds that we determine. The latter are found to be tighter for very short block sizes.

View figure in article

Physics Subject Headings (PhySH)

Article Text

References (53)

  1. T. Vidick and S. Wehner, Introduction to Quantum Cryptography (Cambridge University Press, Cambridge, 2023).
  2. V. C. Usenko, A. Acín, R. Alléaume, U. L. Andersen, E. Diamanti, T. Gehring, A. A. E. Hajomer, F. Kanitschar, C. Pacher, S. Pirandola, and V. Pruneri, Continuous-variable quantum communication, arXiv:2501.12801.
  3. E. Diamanti and A. Leverrier, Distributing secret keys with quantum continuous variables: Principle, security and implementations, Entropy 17, 6072 (2015).
  4. F. Furrer, T. Franz, M. Berta, A. Leverrier, V. B. Scholz, M. Tomamichel, and R. F. Werner, Continuous variable quantum key distribution: Finite-key analysis of composable security against coherent attacks, Phys. Rev. Lett. 109, 100502 (2012).
  5. A. Leverrier, Composable security proof for continuous-variable quantum key distribution with coherent states, Phys. Rev. Lett. 114, 070501 (2015).
  6. P. J. Coles, E. M. Metodiev, and N. Lütkenhaus, Numerical approach for unstructured quantum key distribution, Nat. Commun. 7, 11712 (2016).
  7. A. Winick, N. Lütkenhaus, and P. J. Coles, Reliable numerical key rates for quantum key distribution, Quantum 2, 77 (2018).
  8. J. Lin, T. Upadhyaya, and N. Lütkenhaus, Asymptotic security analysis of discrete-modulated continuous-variable quantum key distribution, Phys. Rev. X 9, 041064 (2019).
  9. F. Kanitschar and C. Pacher, Optimizing continuous-variable quantum key distribution with phase-shift keying modulation and postselection, Phys. Rev. Appl. 18, 034073 (2022).
  10. S. Ghorai, P. Grangier, E. Diamanti, and A. Leverrier, Asymptotic security of continuous-variable quantum key distribution with a discrete modulation, Phys. Rev. X 9, 021059 (2019).
  11. A. Denys, P. Brown, and A. Leverrier, Explicit asymptotic secret key rate of continuous-variable quantum key distribution with an arbitrary modulation, Quantum 5, 540 (2021).
  12. C. Lupo and Y. Ouyang, Quantum key distribution with nonideal heterodyne detection: Composable security of discrete-modulation continuous-variable protocols, PRX Quantum 3, 010341 (2022).
  13. F. Kanitschar, I. George, J. Lin, T. Upadhyaya, and N. Lütkenhaus, Finite-size security for discrete-modulated continuous-variable quantum key distribution protocols, PRX Quantum 4, 040306 (2023).
  14. S. Bäuml, C. Pascual-García1, V. Wright, O. Fawzi, and A. Acín, Security of discrete-modulated continuous-variable quantum key distribution, Quantum 8, 1418 (2024).
  15. C. Pascual-García, S. Bäuml, M. Araújo, R. Liss, and A. Acín, Improved finite-size key rates for discrete-modulated continuous-variable quantum key distribution under coherent attacks, Phys. Rev. A 111, 022610 (2025).
  16. A. A. E. Hajomer, F. Kanitschar, N. Jain, M. Hentschel, R. Zhang, N. Lütkenhaus, U. L. Andersen, C. Pacher, T. Gehring, et al., Experimental composable key distribution using discrete-modulated continuous variable quantum cryptography, Light Sci. Appl. 14, 255 (2025).
  17. F. Dupuis, O. Fawzi, and R. Renner, Entropy accumulation, Commun. Math. Phys. 379, 867 (2020).
  18. F. Dupuis and O. Fawzi, Entropy accumulation with improved second-order term, IEEE Trans. Inf. Theory 65, 7596 (2019).
  19. W.-Z. Liu, M.-H. Li, S. Ragy, S.-R. Zhao, B. Bai, Y. Liu, P. J. Brown, J. Zhang, R. Colbeck, J. Fan, Q. Zhang, and J.-W. Pan, Device-independent randomness expansion against quantum side information, Nat. Phys. 17, 448 (2021).
  20. T. Metger, O. Fawzi, D. Sutter, and R. Renner, Generalised entropy accumulation, in 2022 IEEE 63rd Annual Symposium on Foundations of Computer Science (FOCS) (IEEE, New York, 2022), pp. 844–850.
  21. F. Dupuis, Privacy amplification and decoupling without smoothing, IEEE Trans. Inf. Theory 69, 7784 (2023).
  22. I. George, J. Lin, T. van Himbeeck, K. Fang, and N. Lütkenhaus, Finite-key analysis of quantum key distribution with characterized devices using entropy accumulation, Quantum 9, 1941 (2025).
  23. A. Arqand and E. Y. -Z. Tan, Marginal-constrained entropy accumulation theorem, arXiv:2502.02563.
  24. S. A. Ghoreishi, G. Scala, R. Renner, L. L. Tacca, J. Bouda, S. P. Walborn, and M. Pawłowski, The future of secure communications: Device independence in quantum key distribution, Phys. Rep. 1149, 1 (2025).
  25. D. Petz, Quasi-entropies for finite quantum systems, Rep. Math. Phys. 23, 57 (1986).
  26. M. M. Wilde, A. Winter, and D. Yang, Strong converse for the classical capacity of entanglement-breaking and Hadamard channels via a sandwiched Rényi relative entropy, Commun. Math. Phys. 331, 593 (2014).
  27. M. Müller-Lennert, F. Dupuis, O. Szehr, S. Fehr, and M. Tomamichel, On quantum Rényi entropies: A new generalization and some properties, J. Math. Phys. 54, 122203 (2013).
  28. M. Tomamichel, M. Berta, and M. Hayashi, A duality relation connecting different quantum generalizations of the conditional Rényi entropy, in 2014 IEEE International Symposium on Information Theory, Honolulu, HI (IEEE, Piscataway, NJ, 2014), pp. 731–735.
  29. M. Tomamichel, M. Berta, and M. Hayashi, Relating different quantum generalizations of the conditional Rényi entropy, J. Math. Phys. 55, 082206 (2014).
  30. R. R. B. Chung, N. H. Y. Ng, and Y. Cai, A generalized numerical framework for improved finite-sized key rates with Rényi entropy, arXiv:2502.02319.
  31. L. Kamin, J. Burniston, and E. Y. -Z. Tan, Rényi security framework against coherent attacks applied to decoy-state QKD, arXiv:2504.12248.
  32. L. Kamin, A. Arqand, I. George, N. Lütkenhaus, and E. Y. -Z. Tan, Finite-size analysis of prepare-and-measure and decoy-state quantum key distribution via entropy accumulation, PRX Quantum 6, 020342 (2025).
  33. M. Tomamichel, A framework for non-asymptotic quantum information theory, arXiv:1203.2142.
  34. Y. Zhang, H. Fu, and E. Knill, Efficient randomness certification by quantum probability estimation, Phys. Rev. Res. 2, 013016 (2020).
  35. M. Tomamichel, Quantum information processing with finite resources: Mathematical foundations, Springer Briefs in Mathematical Physics (Springer, Cham, 2016), Vol. 5.
  36. F. Buscemi, An information-theoretic treatment of quantum dichotomies, Quantum 3, 209 (2019)).
  37. Y.-B. Zhao, M. Heid, J. Rigas, and N. Lütkenhaus, Asymptotic security of binary modulated continuous-variable quantum key distribution under collective attacks, Phys. Rev. A 79, 012307 (2009).
  38. K. P. Seshadreesan, L. Lami, and M. M. Wilde, Rényi relative entropies of quantum Gaussian states, J. Math. Phys. 59, 072204 (2018).
  39. D. Slepian and J. Wolf, Noiseless coding of correlated information sources, IEEE Trans. Inf. Theory 19, 471 (2003).
  40. G. Staffieri, G. Scala, and C. Lupo, https://github.com/giovanniscala/DI-QKD-review/tree/main/CVQKD.
  41. H. Guo, Z. Li, S. Yu, and Y. Zhang, Toward practical quantum key distribution using telecom components, Fundam. Res. 1, 96 (2021).
  42. Y. Pan, H. Wang, Y. Shao, Y. Pi, Y. Li, B. Liu, W. Huang, and B. Xu, Experimental demonstration of high-rate discrete-modulated continuous-variable quantum key distribution system, Opt. Lett. 47, 3307 (2022).
  43. Y. Tian, Y. Zhang, S. Liu, P. Wang, Z. Lu, X. Wang, and Y. Li, High-performance long-distance discrete-modulation continuous-variable quantum key distribution, Opt. Lett. 48, 2953 (2023).
  44. F. Roumestan, A. Ghazisaeidi, J. Renaudier, L. Trigo Vidarte, A. Leverrier, E. Diamanti, and P. Grangier, Experimental demonstration of discrete modulation formats for continuous variable quantum key distribution, J. Lightwave Technol. 42, 5182 (2024).
  45. W.-B. Liu, C.-L. Li, Y.-M. Xie, C.-X. Weng, J. Gu, X.-Y. Cao, Y.-S. Lu, B.-H. Li, H.-L. Yin, and Z.-B. Chen, Homodyne detection quadrature phase shift keying continuous-variable quantum key distribution with high excess noise tolerance, PRX Quantum 2, 040334 (2021).
  46. I. W. Primaatmaja, W. Y. Kon, and C. C.-W. Lim, Discrete-modulated continuous-variable quantum key distribution secure against general attacks, npj Quantum Inf. 11, 110 (2025).
  47. T. A. Hahn, A. Philip, E. Y. -Z. Tan, and P. Brown, Analytic Rényi entropy bounds for device-independent cryptography, arXiv:2507.07365.
  48. T. A. Hahn, E. Y. -Z. Tan, and P. Brown, Bounds on Petz-Rényi divergences and their applications for device-independent cryptography, arXiv:2408.12313.
  49. N. Datta and F. Leditzky, A limit of the quantum Rényi divergence, J. Phys. A: Math. Theor. 47, 045304 (2014).
  50. R. Renner, Security of quantum key distribution, Int. J. Quantum Inf. 06, 1 (2008).
  51. K. M. R. Audenaert and N. Datta, α−z-Rényi relative entropies, J. Math. Phys. 56, 022202 (2015).
  52. R. A. Campos, B. E. A. Saleh, and M. C. Teich, Quantum-mechanical lossless beam splitter: SU(2) symmetry and photon statistics, Phys. Rev. A 40, 1371 (1989).
  53. M. S. Kim, W. Son, V. Bužek, and P. L. Knight, Entanglement by a beam splitter: Nonclassicality as a prerequisite for entanglement, Phys. Rev. A 65, 032323 (2002).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation