{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T01:34:29Z","timestamp":1785807269172,"version":"3.56.0"},"reference-count":65,"publisher":"Verein zur Forderung des Open Access Publizierens in den Quantenwissenschaften","license":[{"start":{"date-parts":[[2024,8,27]],"date-time":"2024-08-27T00:00:00Z","timestamp":1724716800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"European Research Council","award":["851716"],"award-info":[{"award-number":["851716"]}]}],"content-domain":{"domain":["quantum-journal.org"],"crossmark-restriction":false},"short-container-title":["Quantum"],"abstract":"<jats:p>The rates of several device-independent (DI) protocols, including quantum key-distribution (QKD) and randomness expansion (RE), can be computed via an optimization of the conditional von Neumann entropy over a particular class of quantum states. In this work we introduce a numerical method to compute lower bounds on such rates. We derive a sequence of optimization problems that converge to the conditional von Neumann entropy of systems defined on general separable Hilbert spaces. Using the Navascu\u00e9s-Pironio-Ac\u00edn hierarchy we can then relax these problems to semidefinite programs, giving a computationally tractable method to compute lower bounds on the rates of DI protocols. Applying our method to compute the rates of DI-RE and DI-QKD protocols we find substantial improvements over all previous numerical techniques, demonstrating significantly higher rates for both DI-RE and DI-QKD. In particular, for DI-QKD we show a minimal detection efficiency threshold which is within the realm of current capabilities. Moreover, we demonstrate that our method is capable of converging rapidly by recovering all known tight analytical bounds up to several decimal places. Finally, we note that our method is compatible with the entropy accumulation theorem and can thus be used to compute rates of finite round protocols and subsequently prove their security.<\/jats:p>","DOI":"10.22331\/q-2024-08-27-1445","type":"journal-article","created":{"date-parts":[[2024,8,27]],"date-time":"2024-08-27T15:02:36Z","timestamp":1724770956000},"page":"1445","update-policy":"https:\/\/doi.org\/10.22331\/q-crossmark-policy-page","source":"Crossref","is-referenced-by-count":39,"title":["Device-independent lower bounds on the conditional von Neumann entropy"],"prefix":"10.22331","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9593-0136","authenticated-orcid":false,"given":"Peter","family":"Brown","sequence":"first","affiliation":[{"name":"Univ Lyon, ENS Lyon, UCBL, CNRS, Inria, LIP, F-69342, Lyon Cedex 07, France"},{"name":"T\u00e9l\u00e9com Paris, LTCI, Institut Polytechnique de Paris, 91120 Palaiseau, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hamza","family":"Fawzi","sequence":"additional","affiliation":[{"name":"DAMTP, University of Cambridge, United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Omar","family":"Fawzi","sequence":"additional","affiliation":[{"name":"Univ Lyon, ENS Lyon, UCBL, CNRS, Inria, LIP, F-69342, Lyon Cedex 07, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"9598","published-online":{"date-parts":[[2024,8,27]]},"reference":[{"key":"0","doi-asserted-by":"publisher","unstructured":"Charles H. Bennett and Gilles Brassard. ``Quantum cryptography: Public key distribution and coin tossing&apos;&apos;. In Proceedings of IEEE International Conference on Computers, Systems, and Signal Processing. Pages 175\u2013179. IEEENew York (1984). arXiv:2003.06557.","DOI":"10.1016\/j.tcs.2014.05.025"},{"key":"1","doi-asserted-by":"publisher","unstructured":"Lars Lydersen, Carlos Wiechers, Christoffer Wittmann, Dominique Elser, Johannes Skaar, and Vadim Makarov. ``Hacking commercial quantum cryptography systems by tailored bright illumination&apos;&apos;. Nature Photonics 4, 686\u2013689 (2010). arXiv:1008.4593.","DOI":"10.1038\/nphoton.2010.214"},{"key":"2","doi-asserted-by":"publisher","unstructured":"Llu\u00eds Masanes, Antonio Ac\u00edn, and Nicolas Gisin. ``General properties of nonsignaling theories&apos;&apos;. Physical Review A 73, 012112 (2006). arXiv:quant-ph\/0508016.","DOI":"10.1103\/PhysRevA.73.012112"},{"key":"3","doi-asserted-by":"publisher","unstructured":"Nicolas Brunner, Stefano Pironio, Antonio Acin, Nicolas Gisin, Andr\u00e9 Allan M\u00e9thot, and Valerio Scarani. ``Testing the dimension of Hilbert spaces&apos;&apos;. Physical review letters 100, 210503 (2008). arXiv:0802.0760.","DOI":"10.1103\/PhysRevLett.100.210503"},{"key":"4","doi-asserted-by":"publisher","unstructured":"Harry Buhrman, Richard Cleve, Serge Massar, and Ronald De Wolf. ``Nonlocality and communication complexity&apos;&apos;. Reviews of modern physics 82, 665 (2010). arXiv:0907.3584.","DOI":"10.1103\/RevModPhys.82.665"},{"key":"5","doi-asserted-by":"publisher","unstructured":"Ivan \u0160upi\u0107 and Joseph Bowles. ``Self-testing of quantum systems: a review&apos;&apos;. Quantum 4, 337 (2020). arXiv:1904.10042.","DOI":"10.22331\/q-2020-09-30-337"},{"key":"6","doi-asserted-by":"publisher","unstructured":"Dominic Mayers and Andrew Yao. ``Quantum cryptography with imperfect apparatus&apos;&apos;. In Proceedings of the 39th Annual Symposium on Foundations of Computer Science (FOCS-98). Pages 503\u2013509. Los Alamitos, CA, USA (1998). IEEE Computer Society. arXiv:quant-ph\/9809039.","DOI":"10.1109\/SFCS.1998.743501"},{"key":"7","doi-asserted-by":"publisher","unstructured":"Artur K. Ekert. ``Quantum cryptography based on Bell&apos;s theorem&apos;&apos;. Physical Review Letters 67, 661\u2013663 (1991).","DOI":"10.1103\/PhysRevLett.67.661"},{"key":"8","doi-asserted-by":"publisher","unstructured":"Fr\u00e9d\u00e9ric Dupuis, Omar Fawzi, and Renato Renner. ``Entropy accumulation&apos;&apos;. Communications in Mathematical Physics 379, 1\u201347 (2020). arXiv:1607.01796.","DOI":"10.1007\/s00220-020-03839-5"},{"key":"9","doi-asserted-by":"publisher","unstructured":"Fr\u00e9d\u00e9ric Dupuis and Omar Fawzi. ``Entropy accumulation with improved second-order term&apos;&apos;. IEEE Transactions on information theory 65, 7596\u20137612 (2019). arXiv:1805.11652.","DOI":"10.1109\/TIT.2019.2929564"},{"key":"10","unstructured":"Emanuel Knill, Yanbao Zhang, and Honghao Fu. ``Quantum probability estimation for randomness with quantum side information&apos;&apos; (2018). arXiv:1806.04553."},{"key":"11","doi-asserted-by":"publisher","unstructured":"Rotem Arnon-Friedman, Fr\u00e9d\u00e9ric Dupuis, Omar Fawzi, Renato Renner, and Thomas Vidick. ``Practical device-independent quantum cryptography via entropy accumulation&apos;&apos;. Nature communications 9, 459 (2018).","DOI":"10.1038\/s41467-017-02307-4"},{"key":"12","doi-asserted-by":"publisher","unstructured":"Rotem Arnon-Friedman, Renato Renner, and Thomas Vidick. ``Simple and tight device-independent security proofs&apos;&apos;. SIAM Journal on Computing 48, 181\u2013225 (2019). arXiv:1607.01797.","DOI":"10.1137\/18M1174726"},{"key":"13","doi-asserted-by":"publisher","unstructured":"C. Jordan. ``Essai sur la g\u00e9om\u00e9trie \u00e0 n dimensions&apos;&apos;. Bulletin de la S. M. F. 3, 103\u2013174 (1875).","DOI":"10.24033\/bsmf.90"},{"key":"14","doi-asserted-by":"publisher","unstructured":"Stefano Pironio, Antonio Ac\u00edn, Nicolas Brunner, Nicolas Gisin, Serge Massar, and Valerio Scarani. ``Device-independent quantum key distribution secure against collective attacks&apos;&apos;. New Journal of Physics 11, 045021 (2009). arXiv:0903.4460.","DOI":"10.1088\/1367-2630\/11\/4\/045021"},{"key":"15","doi-asserted-by":"publisher","unstructured":"J. F. Clauser, M. A. Horne, A. Shimony, and R. A. Holt. ``Proposed experiment to test local hidden-variable theories&apos;&apos;. Physical Review Letters 23, 880\u2013884 (1969).","DOI":"10.1103\/PhysRevLett.23.880"},{"key":"16","doi-asserted-by":"publisher","unstructured":"Federico Grasselli, Gl\u00e1ucia Murta, Hermann Kampermann, and Dagmar Bru\u00df. ``Entropy bounds for multiparty device-independent cryptography&apos;&apos;. PRX Quantum 2, 010308 (2021). arXiv:2004.14263.","DOI":"10.1103\/PRXQuantum.2.010308"},{"key":"17","doi-asserted-by":"publisher","unstructured":"Federico Grasselli, Gl\u00e1ucia Murta, Hermann Kampermann, and Dagmar Bru\u00df. ``Boosting device-independent cryptography with tripartite nonlocality&apos;&apos;. Quantum 7, 980 (2023). arXiv:2209.12828.","DOI":"10.22331\/q-2023-04-13-980"},{"key":"18","doi-asserted-by":"publisher","unstructured":"Erik Woodhead, Antonio Ac\u00edn, and Stefano Pironio. ``Device-independent quantum key distribution with asymmetric CHSH inequalities&apos;&apos;. Quantum 5, 443 (2021). arXiv:2007.16146.","DOI":"10.22331\/q-2021-04-26-443"},{"key":"19","doi-asserted-by":"publisher","unstructured":"Jean-Daniel Bancal, Lana Sheridan, and Valerio Scarani. ``More randomness from the same data&apos;&apos;. New Journal of Physics 16, 033011 (2014). arXiv:1309.3894.","DOI":"10.1088\/1367-2630\/16\/3\/033011"},{"key":"20","doi-asserted-by":"publisher","unstructured":"Olmo Nieto-Silleras, Stefano Pironio, and Jonathan Silman. ``Using complete measurement statistics for optimal device-independent randomness evaluation&apos;&apos;. New Journal of Physics 16, 013035 (2014). arXiv:1309.3930.","DOI":"10.1088\/1367-2630\/16\/1\/013035"},{"key":"21","doi-asserted-by":"publisher","unstructured":"Robert K\u00f6nig, Renato Renner, and Christian Schaffner. ``The operational meaning of min- and max-entropy&apos;&apos;. IEEE Transactions on Information Theory 55, 4337\u20134347 (2009). arXiv:0807.1338.","DOI":"10.1109\/TIT.2009.2025545"},{"key":"22","doi-asserted-by":"publisher","unstructured":"Miguel Navascu\u00e9s, Stefano Pironio, and Antonio Ac\u00edn. ``Bounding the set of quantum correlations&apos;&apos;. Physical Review Letters 98, 010401 (2007). arXiv:quant-ph\/0607119.","DOI":"10.1103\/PhysRevLett.98.010401"},{"key":"23","doi-asserted-by":"publisher","unstructured":"Stefano Pironio, Miguel Navascu\u00e9s, and Antonio Ac\u00edn. ``Convergent relaxations of polynomial optimization problems with noncommuting variables&apos;&apos;. SIAM Journal on Optimization 20, 2157\u20132180 (2010). arXiv:0903.4368.","DOI":"10.1137\/090760155"},{"key":"24","doi-asserted-by":"publisher","unstructured":"Ernest Y-Z Tan, Ren\u00e9 Schwonnek, Koon Tong Goh, Ignatius William Primaatmaja, and Charles C-W Lim. ``Computing secure key rates for quantum cryptography with untrusted devices&apos;&apos;. npj Quantum Information 7, 158 (2021). arXiv:1908.11372.","DOI":"10.1038\/s41534-021-00494-z"},{"key":"25","doi-asserted-by":"publisher","unstructured":"Peter Brown, Hamza Fawzi, and Omar Fawzi. ``Computing conditional entropies for quantum correlations&apos;&apos;. Nature communications 12, 1\u201312 (2021). arXiv:2007.12575.","DOI":"10.1038\/s41467-020-20018-1"},{"key":"26","unstructured":"Hideki Kosaki. ``Relative entropy of states: a variational expression&apos;&apos;. Journal of Operator TheoryPages 335\u2013348 (1986). url: https:\/\/www.jstor.org\/stable\/24714805."},{"key":"27","doi-asserted-by":"publisher","unstructured":"Matthew J Donald. ``On the relative entropy&apos;&apos;. Communications in Mathematical Physics 105, 13\u201334 (1986).","DOI":"10.1007\/BF01212339"},{"key":"28","unstructured":"Masanori Ohya and D\u00e9nes Petz. ``Quantum entropy and its use&apos;&apos;. Springer Science & Business Media. (2004)."},{"key":"29","doi-asserted-by":"publisher","unstructured":"Wen-Zhao Liu, Ming-Han Li, Sammy Ragy, Si-Ran Zhao, Bing Bai, Yang Liu, Peter J Brown, Jun Zhang, Roger Colbeck, Jingyun Fan, et al. ``Device-independent randomness expansion against quantum side information&apos;&apos;. Nature PhysicsPages 1\u20134 (2021). arXiv:1912.11159.","DOI":"10.1038\/s41567-020-01147-2"},{"key":"30","doi-asserted-by":"publisher","unstructured":"Lynden K Shalm, Yanbao Zhang, Joshua C Bienfang, Collin Schlager, Martin J Stevens, Michael D Mazurek, Carlos Abell\u00e1n, Waldimar Amaya, Morgan W Mitchell, Mohammad A Alhejji, et al. ``Device-independent randomness expansion with entangled photons&apos;&apos;. Nature PhysicsPages 1\u20135 (2021). arXiv:1912.11158.","DOI":"10.1038\/s41567-020-01153-4"},{"key":"31","unstructured":"Ois\u00edn Faust and Hamza Fawzi. ``Rational approximations of operator monotone and operator convex functions&apos;&apos; (2023). arXiv:2305.12405."},{"key":"32","doi-asserted-by":"publisher","unstructured":"Carl A. Miller and Yaoyun Shi. ``Universal security for randomness expansion from the spot-checking protocol&apos;&apos;. Siam Journal of Computing 46, 1304\u20131335 (2017). arXiv:1411.6608.","DOI":"10.1137\/15M1044333"},{"key":"33","doi-asserted-by":"publisher","unstructured":"Igor Devetak and Andreas Winter. ``Distillation of secret key and entanglement from quantum states&apos;&apos;. Proceedings of the Royal Society A: Mathematical, Physical and engineering sciences 461, 207\u2013235 (2005). arXiv:quant-ph\/0306078.","DOI":"10.1098\/rspa.2004.1372"},{"key":"34","doi-asserted-by":"publisher","unstructured":"Zhengfeng Ji, Anand Natarajan, Thomas Vidick, John Wright, and Henry Yuen. ``MIP*= RE&apos;&apos;. Communications of the ACM 64, 131\u2013138 (2021). arXiv:2001.04383.","DOI":"10.1145\/3485628"},{"key":"35","doi-asserted-by":"publisher","unstructured":"Rutvij Bhavsar, Sammy Ragy, and Roger Colbeck. ``Improved device-independent randomness expansion rates using two sided randomness&apos;&apos;. New Journal of Physics 25, 093035 (2023). arXiv:2103.07504.","DOI":"10.1088\/1367-2630\/acf393"},{"key":"36","doi-asserted-by":"publisher","unstructured":"Peter J Brown, Sammy Ragy, and Roger Colbeck. ``A framework for quantum-secure device-independent randomness expansion&apos;&apos;. IEEE Transactions on Information Theory 66, 2964\u20132987 (2019). arXiv:1810.13346.","DOI":"10.1109\/TIT.2019.2960252"},{"key":"37","doi-asserted-by":"publisher","unstructured":"Peter Wittek. ``Algorithm 950: Ncpol2sdpa\u2014sparse semidefinite programming relaxations for polynomial optimization problems of noncommuting variables&apos;&apos;. ACM Transactions on Mathematical Software (TOMS) 41, 1\u201312 (2015). arXiv:1308.6029.","DOI":"10.1145\/2699464"},{"key":"38","unstructured":"MOSEK ApS. ``The MOSEK optimization suite 10.1.11&apos;&apos;. (2023). url: https:\/\/docs.mosek.com\/latest\/intro\/index.html."},{"key":"39","unstructured":"Peter Brown. ``Maintained fork of ncpol2sdpa&apos;&apos;. https:\/\/github.com\/peterjbrown519\/ncpol2sdpa."},{"key":"40","unstructured":"Peter Brown. ``Example scripts for computing rates of device-independent protocols&apos;&apos;. Available at https:\/\/github.com\/peterjbrown519\/DI-rates (2021)."},{"key":"41","doi-asserted-by":"publisher","unstructured":"Gl\u00e1ucia Murta, Federico Grasselli, Hermann Kampermann, and Dagmar Bru\u00df. ``Quantum conference key agreement: A review&apos;&apos;. Advanced Quantum Technologies 3, 2000025 (2020). arXiv:2003.10186.","DOI":"10.1002\/qute.202000025"},{"key":"42","doi-asserted-by":"crossref","unstructured":"Xiongfeng Ma and Norbert L\u00fctkenhaus. ``Improved data post-processing in quantum key distribution and application to loss thresholds in device independent qkd&apos;&apos;. Quantum Information & Computation 12, 203\u2013214 (2012). arXiv:1109.1203.","DOI":"10.26421\/QIC12.3-4-2"},{"key":"43","doi-asserted-by":"publisher","unstructured":"M Ho, P Sekatski, EY-Z Tan, R Renner, J-D Bancal, and N Sangouard. ``Noisy preprocessing facilitates a photonic realization of device-independent quantum key distribution&apos;&apos;. Physical Review Letters 124, 230502 (2020). arXiv:2005.13015.","DOI":"10.1103\/PhysRevLett.124.230502"},{"key":"44","doi-asserted-by":"publisher","unstructured":"Wies\u0142aw Pusz and Stanis\u0142aw L Woronowicz. ``Functional calculus for sesquilinear forms and the purification map&apos;&apos;. Reports on Mathematical Physics 8, 159\u2013170 (1975).","DOI":"10.1016\/0034-4877(75)90061-0"},{"key":"45","doi-asserted-by":"publisher","unstructured":"Wies\u0142aw Pusz and Stanis\u0142aw L Woronowicz. ``Form convex functions and the WYDL and other inequalities&apos;&apos;. Letters in Mathematical Physics 2, 505\u2013512 (1978).","DOI":"10.1007\/BF00398504"},{"key":"46","doi-asserted-by":"publisher","unstructured":"Konrad Schm\u00fcdgen. ``Unbounded self-adjoint operators on Hilbert space&apos;&apos;. Volume 265. Springer Science & Business Media. (2012).","DOI":"10.1007\/978-94-007-4753-1"},{"key":"47","doi-asserted-by":"publisher","unstructured":"Hisaharu Umegaki. ``Conditional expectation in an operator algebra, iv (entropy and information)&apos;&apos;. In Kodai Mathematical Seminar Reports. Volume 14, pages 59\u201385. Department of Mathematics, Tokyo Institute of Technology (1962).","DOI":"10.2996\/kmj\/1138844604"},{"key":"48","doi-asserted-by":"publisher","unstructured":"Edward G Effros. ``A matrix convexity approach to some celebrated quantum inequalities&apos;&apos;. Proceedings of the National Academy of Sciences 106, 1006\u20131008 (2009). arXiv:0802.1234.","DOI":"10.1073\/pnas.0807965106"},{"key":"49","doi-asserted-by":"publisher","unstructured":"Naresh Sharma. ``Equality conditions for quantum quasi-entropies under monotonicity and joint-convexity&apos;&apos;. In 2014 Twentieth National Conference on Communications (NCC). Pages 1\u20136. (2014).","DOI":"10.1109\/NCC.2014.6811277"},{"key":"50","doi-asserted-by":"publisher","unstructured":"D\u00e9nes Petz. ``Quasi-entropies for finite quantum systems&apos;&apos;. Reports on Mathematical Physics 23, 57\u201365 (1986).","DOI":"10.1016\/0034-4877(86)90067-4"},{"key":"51","doi-asserted-by":"publisher","unstructured":"Hamza Fawzi, James Saunderson, and Pablo A. Parrilo. ``Semidefinite approximations of the matrix logarithm&apos;&apos;. Foundations of Computational Mathematics 19, 259\u2013\u2013296 (2019). arXiv:1705.00812.","DOI":"10.1007\/s10208-018-9385-0"},{"key":"52","doi-asserted-by":"publisher","unstructured":"Philip J Davis and Philip Rabinowitz. ``Methods of numerical integration&apos;&apos;. Academic Press. (1984). 2nd edition.","DOI":"10.1016\/C2013-0-10566-1"},{"key":"53","doi-asserted-by":"publisher","unstructured":"Gene H Golub. ``Some modified matrix eigenvalue problems&apos;&apos;. SIAM review 15, 318\u2013334 (1973).","DOI":"10.1137\/1015032"},{"key":"54","unstructured":"Hamza Fawzi and Omar Fawzi. ``Semidefinite programming lower bounds on the squashed entanglement&apos;&apos; (2022). arXiv:2203.03394."},{"key":"55","unstructured":"Flemming Tops\u00f8e. ``Some bounds for the logarithmic function&apos;&apos;. Inequality theory and applications 4 (2007)."},{"key":"56","doi-asserted-by":"publisher","unstructured":"Walter Gautschi. ``Gauss\u2013Radau formulae for Jacobi and Laguerre weight functions&apos;&apos;. Mathematics and Computers in Simulation 54, 403\u2013412 (2000).","DOI":"10.1016\/S0378-4754(00)00179-8"},{"key":"57","doi-asserted-by":"publisher","unstructured":"Wei Zhang, Tim van Leent, Kai Redeker, Robert Garthoff, Ren\u00e9 Schwonnek, Florian Fertig, Sebastian Eppelt, Wenjamin Rosenfeld, Valerio Scarani, Charles C-W Lim, et al. ``A device-independent quantum key distribution system for distant users&apos;&apos;. Nature 607, 687\u2013691 (2022). arXiv:2110.00575.","DOI":"10.1038\/s41586-022-04891-y"},{"key":"58","doi-asserted-by":"publisher","unstructured":"DP Nadlinger, P Drmota, BC Nichol, G Araneda, D Main, R Srinivas, DM Lucas, CJ Ballance, K Ivanov, EY-Z Tan, et al. ``Experimental quantum key distribution certified by Bell&apos;s theorem&apos;&apos;. Nature 607, 682\u2013686 (2022). arXiv:2109.14600.","DOI":"10.1038\/s41586-022-04941-5"},{"key":"59","doi-asserted-by":"publisher","unstructured":"Wen-Zhao Liu, Yu-Zhe Zhang, Yi-Zheng Zhen, Ming-Han Li, Yang Liu, Jingyun Fan, Feihu Xu, Qiang Zhang, and Jian-Wei Pan. ``Toward a photonic demonstration of device-independent quantum key distribution&apos;&apos;. Physical Review Letters 129, 050502 (2022). arXiv:2110.01480.","DOI":"10.1103\/PhysRevLett.129.050502"},{"key":"60","unstructured":"Denis Rosset. ``Symdpoly: symmetry-adapted moment relaxations for noncommutative polynomial optimization&apos;&apos; (2018). arXiv:1808.09598."},{"key":"61","doi-asserted-by":"crossref","unstructured":"Gert K Pedersen. ``On the operator equation HT+ TH= 2K&apos;&apos;. Indiana University Mathematics Journal 25, 1029\u20131033 (1976). url: https:\/\/www.jstor.org\/stable\/24891356.","DOI":"10.1512\/iumj.1976.25.25082"},{"key":"62","doi-asserted-by":"publisher","unstructured":"Timo Holz, Hermann Kampermann, and Dagmar Bru\u00df. ``Genuine multipartite Bell inequality for device-independent conference key agreement&apos;&apos;. Physical Review Research 2, 023251 (2020). arXiv:1910.11360.","DOI":"10.1103\/PhysRevResearch.2.023251"},{"key":"63","unstructured":"Renato Renner. ``Security of quantum key distribution&apos;&apos;. PhD thesis. Swiss Federal Institute of Technology, Zurich. (2005). arXiv:quant-ph\/0512258."},{"key":"64","doi-asserted-by":"publisher","unstructured":"Stephen Boyd and Lieven Vandenberghe. ``Convex optimization&apos;&apos;. Cambridge university press. (2004).","DOI":"10.1017\/CBO9780511804441"}],"container-title":["Quantum"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/quantum-journal.org\/papers\/q-2024-08-27-1445\/pdf\/","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,8,27]],"date-time":"2024-08-27T15:02:45Z","timestamp":1724770965000},"score":1,"resource":{"primary":{"URL":"https:\/\/quantum-journal.org\/papers\/q-2024-08-27-1445\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,27]]},"references-count":65,"URL":"https:\/\/doi.org\/10.22331\/q-2024-08-27-1445","archive":["CLOCKSS"],"relation":{},"ISSN":["2521-327X"],"issn-type":[{"value":"2521-327X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,27]]},"article-number":"1445"}}