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

Realistic threat models for fiber and free-space continuous variable quantum key distribution

Zhiyue Zuo

Masoud Ghalaii

Stefano Pirandola*

  • *Contact author: stefano.pirandola@york.ac.uk

Phys. Rev. Research 8, 013185 – Published 19 February, 2026

DOI: https://doi.org/10.1103/hq32-x7gt

Abstract

Future global quantum communication networks, or quantum internet, will realize high-rate secure communication and entanglement distribution for large-scale users over long distances. Continuous variable (CV) quantum key distribution (QKD) provides a powerful setting for secure quantum communications, thanks to the use of room-temperature off-the-shelf optical devices and the potential to reach high rates. However, the achievable performance of CV-QKD protocols is fundamentally limited by the fact that they appear to be fragile to both loss and noise. In this study, we provide a general framework for analyzing the composable finite-size security of CV-QKD with Gaussian-modulated coherent-state (GMCS) protocol under various levels of trust for the loss and noise experienced by the users of the protocol. Our work is comprehensive of several practical scenarios, encompassing both active and passive eavesdropping configurations, with both wired (i.e., fiber-based) and wireless (i.e., free-space and satellite-based) quantum communication channels. Our numerical results evaluate the robustness of the GMCS protocol under varying levels of trust and demonstrate that it is difficult for a practical protocol to remain robust against untrusted loss at the transmitter. In the wireless case, we analyze a scenario with a sun-synchronous satellite, showing that its key distribution rate, even with the worst level of trust, can outperform a ground chain of ideal quantum repeaters. Our results indicate that—when it comes to engineering and optimizing quantum-safe networks—it is essential to mitigate the shortcomings caused by critical trade-offs between rate performance, trust level, system noise, and communication distance.

View figure in article

Physics Subject Headings (PhySH)

Article Text

References (70)

  1. R. Renner, Security of quantum key distribution, Int. J. Quantum Inf. 06, 1 (2008).
  2. S. Pirandola, U. L. Andersen, L. Banchi, M. Berta, D. Bunandar, R. Colbeck, D. Englund, T. Gehring, C. Lupo, C. Ottaviani, et al., Advances in quantum cryptography, Adv. Opt. Photonics 12, 1012 (2020).
  3. F. Xu, X. Ma, Q. Zhang, H.-K. Lo, and J.-W. Pan, Secure quantum key distribution with realistic devices, Rev. Mod. Phys. 92, 025002 (2020).
  4. G. Zhang, J. Y. Haw, H. Cai, F. Xu, S. Assad, J. F. Fitzsimons, X. Zhou, Y. Zhang, S. Yu, J. Wu, et al., An integrated silicon photonic chip platform for continuous-variable quantum key distribution, Nat. Photonics 13, 839 (2019).
  5. C. Harney and S. Pirandola, Analytical methods for high-rate global quantum networks, PRX Quantum 3, 010349 (2022).
  6. Y.-A. Chen, Q. Zhang, T.-Y. Chen, W.-Q. Cai, S.-K. Liao, J. Zhang, K. Chen, J. Yin, J.-G. Ren, Z. Chen, et al., An integrated space-to-ground quantum communication network over 4,600 kilometres, Nature (London) 589, 214 (2021).
  7. A. G. Mountogiannakis, P. Papanastasiou, B. Braverman, and S. Pirandola, Composably secure data processing for Gaussian-modulated continuous-variable quantum key distribution, Phys. Rev. Res. 4, 013099 (2022).
  8. A. G. Mountogiannakis, P. Papanastasiou, and S. Pirandola, Data postprocessing for the one-way heterodyne protocol under composable finite-size security, Phys. Rev. A 106, 042606 (2022).
  9. C. Weedbrook, S. Pirandola, R. García-Patrón, N. J. Cerf, T. C. Ralph, J. H. Shapiro, and S. Lloyd, Gaussian quantum information, Rev. Mod. Phys. 84, 621 (2012).
  10. S. Pirandola, Architectures for QKD networks, in Photonics for Quantum 2022 (SPIE, Bellingham, WA, USA, 2022), Vol. 12243, pp. 51–58.
  11. F. A. Mele, L. Lami, and V. Giovannetti, Maximum tolerable excess noise in continuous-variable quantum key distribution and improved lower bound on two-way capacities, Nat. Photonics 19, 329 (2025).
  12. S. Pirandola, R. Laurenza, C. Ottaviani, and L. Banchi, Fundamental limits of repeaterless quantum communications, Nat. Commun. 8, 15043 (2017).
  13. S. Pirandola, Limits and security of free-space quantum communications, Phys. Rev. Res. 3, 013279 (2021).
  14. D. E. Bruschi, T. C. Ralph, I. Fuentes, T. Jennewein, and M. Razavi, Spacetime effects on satellite-based quantum communications, Phys. Rev. D 90, 045041 (2014).
  15. F. Grosshans and P. Grangier, Continuous variable quantum cryptography using coherent states, Phys. Rev. Lett. 88, 057902 (2002).
  16. A. Leverrier and P. Grangier, Unconditional security proof of long-distance continuous-variable quantum key distribution with discrete modulation, Phys. Rev. Lett. 102, 180504 (2009).
  17. W.-B. Liu, C.-L. Li, Z.-P. Liu, M.-G. Zhou, H.-L. Yin, and Z.-B. Chen, Theoretical development of discrete-modulated continuous-variable quantum key distribution, Front. Quantum Sci. Technol. 1, 985276 (2022).
  18. S. Pirandola, Composable security for continuous variable quantum key distribution: Trust levels and practical key rates in wired and wireless networks, Phys. Rev. Res. 3, 043014 (2021).
  19. K. Marshall and C. Weedbrook, Device-independent quantum cryptography for continuous variables, Phys. Rev. A 90, 042311 (2014).
  20. M. Paternostro, H. Jeong, and T. C. Ralph, Violations of Bell's inequality for Gaussian states with homodyne detection and nonlinear interactions, Phys. Rev. A 79, 012101 (2009).
  21. S. Pirandola, C. Ottaviani, G. Spedalieri, C. Weedbrook, S. L. Braunstein, S. Lloyd, T. Gehring, C. S. Jacobsen, and U. L. Andersen, High-rate measurement-device-independent quantum cryptography, Nat. Photonics 9, 397 (2015).
  22. A. Fletcher, C. Harney, M. Ghalaii, P. Papanastasiou, A. Mountogiannakis, G. Spedalieri, A. Hajomer, T. Gehring, and S. Pirandola, An overview of CV-MDI-QKD, Rep. Prog. Phys. 88, 084001 (2025).
  23. B. Qi, P. Lougovski, R. Pooser, W. Grice, and M. Bobrek, Generating the local oscillator “locally” in continuous-variable quantum key distribution based on coherent detection, Phys. Rev. X 5, 041009 (2015).
  24. J. Müller-Quade and R. Renner, Composability in quantum cryptography, New J. Phys. 11, 085006 (2009).
  25. V. C. Usenko and R. Filip, Trusted noise in continuous-variable quantum key distribution: A threat and a defense, Entropy 18, 20 (2016).
  26. C. Weedbrook, S. Pirandola, S. Lloyd, and T. C. Ralph, Quantum cryptography approaching the classical limit, Phys. Rev. Lett. 105, 110501 (2010).
  27. C. Weedbrook, S. Pirandola, and T. C. Ralph, Continuous-variable quantum key distribution using thermal states, Phys. Rev. A: At. Mol. Opt. Phys. 86, 022318 (2012).
  28. A. nag Oruganti, I. Derkach, R. Filip, and V. C. Usenko, Continuous-variable quantum key distribution with noisy squeezed states, Quantum Sci. Technol. 10, 025023 (2025).
  29. T. Gehring, C. Lupo, A. Kordts, D. Solar Nikolic, N. Jain, T. Rydberg, T. B. Pedersen, S. Pirandola, and U. L. Andersen, Homodyne-based quantum random number generator at 2.9 gbps secure against quantum side-information, Nat. Commun. 12, 605 (2021).
  30. N. Jain, H.-M. Chin, H. Mani, C. Lupo, D. S. Nikolic, A. Kordts, S. Pirandola, T. B. Pedersen, M. Kolb, B. Ömer, et al., Practical continuous-variable quantum key distribution with composable security, Nat. Commun. 13, 4740 (2022).
  31. C. Portmann and R. Renner, Security in quantum cryptography, Rev. Mod. Phys. 94, 025008 (2022).
  32. M. Navascués, F. Grosshans, and A. Acin, Optimality of Gaussian attacks in continuous-variable quantum cryptography, Phys. Rev. Lett. 97, 190502 (2006).
  33. R. García-Patrón and N. J. Cerf, Unconditional optimality of Gaussian attacks against continuous-variable quantum key distribution, Phys. Rev. Lett. 97, 190503 (2006).
  34. R. Renner and J. I. Cirac, De Finetti representation theorem for infinite-dimensional quantum systems and applications to quantum cryptography, Phys. Rev. Lett. 102, 110504 (2009).
  35. S. Pirandola, S. L. Braunstein, and S. Lloyd, Characterization of collective Gaussian attacks and security of coherent-state quantum cryptography, Phys. Rev. Lett. 101, 200504 (2008).
  36. I. Devetak and A. Winter, Distillation of secret key and entanglement from quantum states, Proc. R. Soc. A 461, 207 (2005).
  37. F. Grosshans and P. Grangier, Reverse reconciliation protocols for quantum cryptography with continuous variables, arXiv:quant-ph/0204127.
  38. J. Lin and N. Lütkenhaus, Trusted detector noise analysis for discrete modulation schemes of continuous-variable quantum key distribution, Phys. Rev. Appl. 14, 064030 (2020).
  39. When ɛpe>10−17, we can use 2erf−1(1−2ɛpe) for w. However, if ɛpe≤10−17, that formula creates divergences so we need to use 2ln(1/ɛpe). In our work, we set ɛpe=10−10>10−17 so we use 2erf−1(1−2ɛpe).
  40. M. Tomamichel, C. Schaffner, A. Smith, and R. Renner, Leftover hashing against quantum side information, IEEE Trans. Inf. Theory 57, 5524 (2011).
  41. R. K. Goncharov, A. D. Kiselev, E. O. Samsonov, and V. I. Egorov, Continuous-variable quantum key distribution: Security analysis with trusted hardware noise against general attacks, Nanosyst.: Phy., Chem., Math. 13, 372 (2022).
  42. S. Pirandola and P. Papanastasiou, Improved composable key rates for CV-QKD, Phys. Rev. Res. 6, 023321 (2024).
  43. M. Tomamichel, A framework for non-asymptotic quantum information theory, Ph.D. thesis, ETH Zurich, 2012.
  44. T. Wang, P. Huang, Y. Zhou, W. Liu, and G. Zeng, Pilot-multiplexed continuous-variable quantum key distribution with a real local oscillator, Phys. Rev. A 97, 012310 (2018).
  45. A. Marie and R. Alléaume, Self-coherent phase reference sharing for continuous-variable quantum key distribution, Phys. Rev. A 95, 012316 (2017).
  46. S. Kleis, System approaches for a practical implementation of continuous-variable quantum key distribution using coherent heterodyne detection, Ph.D. thesis, Universitätsbibliothek der HSU/UniBwH, 2022.
  47. F. Laudenbach, C. Pacher, C.-H. F. Fung, A. Poppe, M. Peev, B. Schrenk, M. Hentschel, P. Walther, and H. Hübel, Continuous-variable quantum key distribution with Gaussian modulation—The theory of practical implementations, Adv. Quantum Technol. 1, 1800011 (2018).
  48. N. Jain, I. Derkach, H.-M. Chin, R. Filip, U. L. Andersen, V. C. Usenko, and T. Gehring, Modulation leakage vulnerability in continuous-variable quantum key distribution, Quantum Sci. Technol. 6, 045001 (2021).
  49. N. Jain, B. Stiller, I. Khan, V. Makarov, C. Marquardt, and G. Leuchs, Risk analysis of Trojan-horse attacks on practical quantum key distribution systems, IEEE J. Sel. Top. Quantum Electron. 21, 168 (2014).
  50. T. Wang, P. Huang, L. Li, Y. Zhou, and G. Zeng, High key rate continuous-variable quantum key distribution using telecom optical components, New J. Phys. 26, 023002 (2024).
  51. C. Hall and B. Lizon, Types of noise in ADCs, https://www.ti.com/video/6117424453001.
  52. X. Zhou, K. Zhong, Y. Gao, C. Lu, A. P. T. Lau, and K. Long, Modulation-format-independent blind phase search algorithm for coherent optical square M-QAM systems, Opt. Express 22, 24044 (2014).
  53. J.-Q. Geng, G.-J. Fan-Yuan, S. Wang, Q.-F. Zhang, Y.-Y. Hu, W. Chen, Z.-Q. Yin, D.-Y. He, G.-C. Guo, and Z.-F. Han, Coexistence of quantum key distribution and optical transport network based on standard single-mode fiber at high launch power, Opt. Lett. 46, 2573 (2021).
  54. P. Eraerds, N. Walenta, M. Legré, N. Gisin, and H. Zbinden, Quantum key distribution and 1 gbps data encryption over a single fibre, New J. Phys. 12, 063027 (2010).
  55. R. Kumar, H. Qin, and R. Alléaume, Coexistence of continuous variable QKD with intense DWDM classical channels, New J. Phys. 17, 043027 (2015).
  56. T. Wang, Z. Zuo, L. Li, P. Huang, Y. Guo, and G. Zeng, Continuous-variable quantum key distribution without synchronized clocks, Phys. Rev. Appl. 18, 014064 (2022).
  57. A. A. Hajomer, I. Derkach, N. Jain, H.-M. Chin, U. L. Andersen, and T. Gehring, Long-distance continuous-variable quantum key distribution over 100-km fiber with local local oscillator, Sci. Adv. 10, eadi9474 (2024).
  58. H.-M. Chin, N. Jain, D. Zibar, U. L. Andersen, and T. Gehring, Machine learning aided carrier recovery in continuous-variable quantum key distribution, npj Quantum Inf. 7, 20 (2021).
  59. T. Wang and L. Li (private communication).
  60. S.-K. Liao, W.-Q. Cai, W.-Y. Liu, L. Zhang, Y. Li, J.-G. Ren, J. Yin, Q. Shen, Y. Cao, Z.-P. Li, et al., Satellite-to-ground quantum key distribution, Nature (London) 549, 43 (2017).
  61. S.-K. Liao, W.-Q. Cai, J. Handsteiner, B. Liu, J. Yin, L. Zhang, D. Rauch, M. Fink, J.-G. Ren, W.-Y. Liu, et al., Satellite-relayed intercontinental quantum network, Phys. Rev. Lett. 120, 030501 (2018).
  62. Y. Li, W.-Q. Cai, J.-G. Ren, C.-Z. Wang, M. Yang, L. Zhang, H.-Y. Wu, L. Chang, J.-C. Wu, B. Jin, et al., Microsatellite-based real-time quantum key distribution, Nature (London) 640, 47 (2025).
  63. K. Azuma, S. E. Economou, D. Elkouss, P. Hilaire, L. Jiang, H.-K. Lo, and I. Tzitrin, Quantum repeaters: From quantum networks to the quantum internet, Rev. Mod. Phys. 95, 045006 (2023).
  64. M. Avesani, L. Calderaro, M. Schiavon, A. Stanco, C. Agnesi, A. Santamato, M. Zahidy, A. Scriminich, G. Foletto, G. Contestabile, et al., Full daylight quantum-key-distribution at 1550 nm enabled by integrated silicon photonics, npj Quantum Inf. 7, 93 (2021).
  65. M. Ghalaii, S. Bahrani, C. Liorni, F. Grasselli, H. Kampermann, L. Wooltorton, R. Kumar, S. Pirandola, T. P. Spiller, A. Ling, et al., Satellite-based quantum key distribution in the presence of bypass channels, PRX Quantum 4, 040320 (2023).
  66. Z. Zuo, Y. Wang, D. Huang, and Y. Guo, Atmospheric effects on satellite-mediated continuous-variable quantum key distribution, J. Phys. A: Math. Theor. 53, 465302 (2020).
  67. S. Pirandola, Satellite quantum communications: Fundamental bounds and practical security, Phys. Rev. Res. 3, 023130 (2021).
  68. S. Pirandola, End-to-end capacities of a quantum communication network, Commun. Phys. 2, 51 (2019).
  69. V. C. Usenko, B. Heim, C. Peuntinger, C. Wittmann, C. Marquardt, G. Leuchs, and R. Filip, Entanglement of Gaussian states and the applicability to quantum key distribution over fading channels, New J. Phys. 14, 093048 (2012).
  70. L. Ruppert, C. Peuntinger, B. Heim, K. Günthner, V. C. Usenko, D. Elser, G. Leuchs, R. Filip, and C. Marquardt, Fading channel estimation for free-space continuous-variable secure quantum communication, New J. Phys. 21, 123036 (2019).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation