Bounds on Autonomous Quantum Error Correction
1IBM Quantum, IBM Research – Almaden, San Jose, CA, USA
2Technical University of Munich, TUM School of Natural Sciences, Physics Department, 85748 Garching, Germany
3Munich Center for Quantum Science and Technology (MCQST), Munich, Germany
4Joint Quantum Institute, NIST/University of Maryland, College Park, MD, USA
5Joint Center for Quantum Information and Computer Science, NIST/University of Maryland, College Park, MD, USA
| Published: | 2025-07-22, volume 9, page 1804 |
| Editor: | Ángela Capel |
| Eprint: | arXiv:2308.16233v2 |
| Doi: | https://doi.org/10.22331/q-2025-07-22-1804 |
| Citation: | Quantum 9, 1804 (2025). |
Find this paper interesting or want to discuss? Scite or leave a comment on SciRate.
Abstract
Autonomous quantum memories are a way to passively protect quantum information using engineered dissipation that creates an “always-on'' decoder. We analyze Markovian autonomous decoders that can be implemented with a wide range of qubit and bosonic error-correcting codes, and derive several upper bounds and a lower bound on the logical error rate in terms of correction and noise rates. These bounds suggest that, in general, there is always a correction rate, possibly size-dependent, above which autonomous memories exhibit arbitrarily long coherence times. For any given autonomous memory, size dependence of this correction rate is difficult to rule out: we point to common scenarios where autonomous decoders that stochastically implement active error correction must operate at rates that grow with code size. For codes with a threshold, we show that it is possible to achieve faster-than-polynomial decay of the logical error rate with code size by using superlogarithmic scaling of the correction rate. We illustrate our results with several examples. One example is an exactly solvable global dissipative toric code model that can achieve an effective logical error rate that decreases exponentially with the linear lattice size, provided that the recovery rate grows proportionally with the linear lattice size.
► BibTeX data
► References
[1] Barbara M. Terhal. ``Quantum error correction for quantum memories''. Rev. Mod. Phys. 87, 307–346 (2015).
https://doi.org/10.1103/RevModPhys.87.307
[2] Daniel Eric Gottesman. ``Stabilizer codes and quantum error correction''. PhD thesis. California Institute of Technology. (1997).
https://doi.org/10.7907/rzr7-dt72
[3] Juan Pablo Paz and Wojciech Hubert Zurek. ``Continuous error correction''. Proc. R. Soc. A: Math. Phys. Eng. Sci. 454, 355–364 (1998).
https://doi.org/10.1098/rspa.1998.0165
[4] Charlene Ahn, Andrew C. Doherty, and Andrew J. Landahl. ``Continuous quantum error correction via quantum feedback control''. Phys. Rev. A 65, 042301 (2002).
https://doi.org/10.1103/PhysRevA.65.042301
[5] Mohan Sarovar and G. J. Milburn. ``Continuous quantum error correction by cooling''. Phys. Rev. A 72, 012306 (2005).
https://doi.org/10.1103/PhysRevA.72.012306
[6] Hideo Mabuchi. ``Continuous quantum error correction as classical hybrid control''. New J. Phys. 11, 105044 (2009).
https://doi.org/10.1088/1367-2630/11/10/105044
[7] Ognyan Oreshkov. ``Continuous-time quantum error correction''. In Daniel A. Lidar and Todd A. Brun, editors, Quantum Error Correction. Pages 201–228. Cambridge University Press (2013).
https://doi.org/10.1017/CBO9781139034807.010
[8] Victor V. Albert and Philippe Faist. ``The error correction zoo''. https://errorcorrectionzoo.org/.
https://errorcorrectionzoo.org/
[9] Z. Leghtas, S. Touzard, I. M. Pop, A. Kou, B. Vlastakis, A. Petrenko, K. M. Sliwa, A. Narla, S. Shankar, M. J. Hatridge, M. Reagor, L. Frunzio, R. J. Schoelkopf, M. Mirrahimi, and M. H. Devoret. ``Confining the state of light to a quantum manifold by engineered two-photon loss''. Science 347, 853–857 (2015).
https://doi.org/10.1126/science.aaa2085
[10] S. Touzard, A. Grimm, Z. Leghtas, S. O. Mundhada, P. Reinhold, C. Axline, M. Reagor, K. Chou, J. Blumoff, K. M. Sliwa, S. Shankar, L. Frunzio, R. J. Schoelkopf, M. Mirrahimi, and M. H. Devoret. ``Coherent oscillations inside a quantum manifold stabilized by dissipation''. Phys. Rev. X 8, 021005 (2018).
https://doi.org/10.1103/PhysRevX.8.021005
[11] Jeffrey M. Gertler, Brian Baker, Juliang Li, Shruti Shirol, Jens Koch, and Chen Wang. ``Protecting a bosonic qubit with autonomous quantum error correction''. Nature 590, 243–248 (2021).
https://doi.org/10.1038/s41586-021-03257-0
[12] Raphaël Lescanne, Marius Villiers, Théau Peronnin, Alain Sarlette, Matthieu Delbecq, Benjamin Huard, Takis Kontos, Mazyar Mirrahimi, and Zaki Leghtas. ``Exponential suppression of bit-flips in a qubit encoded in an oscillator''. Nat. Phys. 16, 509–513 (2020).
https://doi.org/10.1038/s41567-020-0824-x
[13] Brennan de Neeve, Thanh-Long Nguyen, Tanja Behrle, and Jonathan P. Home. ``Error correction of a logical grid state qubit by dissipative pumping''. Nat. Phys. 18, 296–300 (2022).
https://doi.org/10.1038/s41567-021-01487-7
[14] P. Campagne-Ibarcq, A. Eickbusch, S. Touzard, E. Zalys-Geller, N. E. Frattini, V. V. Sivak, P. Reinhold, S. Puri, S. Shankar, R. J. Schoelkopf, L. Frunzio, M. Mirrahimi, and M. H. Devoret. ``Quantum error correction of a qubit encoded in grid states of an oscillator''. Nature 584, 368–372 (2020).
https://doi.org/10.1038/s41586-020-2603-3
[15] V. V. Sivak, A. Eickbusch, B. Royer, S. Singh, I. Tsioutsios, S. Ganjam, A. Miano, B. L. Brock, A. Z. Ding, L. Frunzio, S. M. Girvin, R. J. Schoelkopf, and M. H. Devoret. ``Real-time quantum error correction beyond break-even''. Nature 616, 50–55 (2023).
https://doi.org/10.1038/s41586-023-05782-6
[16] Benjamin J. Brown, Daniel Loss, Jiannis K. Pachos, Chris N. Self, and James R. Wootton. ``Quantum memories at finite temperature''. Rev. Mod. Phys. 88, 045005 (2016).
https://doi.org/10.1103/RevModPhys.88.045005
[17] R. Peierls. ``On Ising's model of ferromagnetism''. Math. Proc. Cambridge Philos. Soc. 32, 477–481 (1936).
https://doi.org/10.1017/S0305004100019174
[18] Robert B. Griffiths. ``Peierls proof of spontaneous magnetization in a two-dimensional ising ferromagnet''. Phys. Rev. 136, A437–A439 (1964).
https://doi.org/10.1103/PhysRev.136.A437
[19] Eric Dennis, Alexei Kitaev, Andrew Landahl, and John Preskill. ``Topological quantum memory''. J. Math. Phys. 43, 4452–4505 (2002).
https://doi.org/10.1063/1.1499754
[20] Robert Alicki, Michal Horodecki, Pawel Horodecki, and Ryszard Horodecki. ``On thermal stability of topological qubit in kitaev's 4d model''. Open Syst. Inf. Dyn. 17, 1–20 (2010).
https://doi.org/10.1142/S1230161210000023
[21] Fernando Pastawski, Lucas Clemente, and Juan Ignacio Cirac. ``Quantum memories based on engineered dissipation''. Phys. Rev. A 83, 012304 (2011).
https://doi.org/10.1103/PhysRevA.83.012304
[22] Yu-Jie Liu and Simon Lieu. ``Dissipative phase transitions and passive error correction''. Phys. Rev. A 109, 022422 (2024).
https://doi.org/10.1103/PhysRevA.109.022422
[23] Sergey Bravyi and Barbara Terhal. ``A no-go theorem for a two-dimensional self-correcting quantum memory based on stabilizer codes''. New J. Phys. 11, 043029 (2009).
https://doi.org/10.1088/1367-2630/11/4/043029
[24] Olivier Landon-Cardinal and David Poulin. ``Local topological order inhibits thermal stability in 2d''. Phys. Rev. Lett. 110, 090502 (2013).
https://doi.org/10.1103/PhysRevLett.110.090502
[25] Jeongwan Haah and John Preskill. ``Logical-operator tradeoff for local quantum codes''. Phys. Rev. A 86, 032308 (2012).
https://doi.org/10.1103/PhysRevA.86.032308
[26] Matthew B. Hastings. ``Topological order at nonzero temperature''. Phys. Rev. Lett. 107, 210501 (2011).
https://doi.org/10.1103/PhysRevLett.107.210501
[27] Beni Yoshida. ``Feasibility of self-correcting quantum memory and thermal stability of topological order''. Ann. Phys. 326, 2566–2633 (2011).
https://doi.org/10.1016/j.aop.2011.06.001
[28] Jeongwan Haah. ``Commuting pauli hamiltonians as maps between free modules''. Comm. Math. Phys. 324, 351–399 (2013).
https://doi.org/10.1007/s00220-013-1810-2
[29] Fernando Pastawski and Beni Yoshida. ``Fault-tolerant logical gates in quantum error-correcting codes''. Phys. Rev. A 91, 012305 (2015).
https://doi.org/10.1103/PhysRevA.91.012305
[30] Sean Hallgren, Daniel Nagaj, and Sandeep Narayanaswami. ``The local hamiltonian problem on a line with eight states is qma-complete''. Quantum Info. Comput. 13, 721–750 (2013).
https://doi.org/10.26421/QIC13.9-10-1
[31] Dorit Aharonov, Daniel Gottesman, Sandy Irani, and Julia Kempe. ``The power of quantum systems on a line''. Comm. Math. Phys. 287, 41–65 (2009).
https://doi.org/10.1007/s00220-008-0710-3
[32] Norbert Schuch, Michael M. Wolf, Frank Verstraete, and J. Ignacio Cirac. ``Computational complexity of projected entangled pair states''. Phys. Rev. Lett. 98, 140506 (2007).
https://doi.org/10.1103/PhysRevLett.98.140506
[33] Stephen Piddock and Ashley Montanaro. ``The complexity of antiferromagnetic interactions and 2d lattices''. Quantum Inf. Comput. 17, 636–672 (2017).
https://doi.org/10.26421/QIC17.7-8-6
[34] Jeongwan Haah. ``Local stabilizer codes in three dimensions without string logical operators''. Phys. Rev. A 83, 042330 (2011).
https://doi.org/10.1103/PhysRevA.83.042330
[35] Alioscia Hamma, Claudio Castelnovo, and Claudio Chamon. ``Toric-boson model: Toward a topological quantum memory at finite temperature''. Phys. Rev. B 79, 245122 (2009).
https://doi.org/10.1103/PhysRevB.79.245122
[36] James R. Wootton. ``Topological phases and self-correcting memories in interacting anyon systems''. Phys. Rev. A 88, 062312 (2013).
https://doi.org/10.1103/PhysRevA.88.062312
[37] Stefano Chesi, Beat Röthlisberger, and Daniel Loss. ``Self-correcting quantum memory in a thermal environment''. Phys. Rev. A 82, 022305 (2010).
https://doi.org/10.1103/PhysRevA.82.022305
[38] Eliot Kapit, John T. Chalker, and Steven H. Simon. ``Passive correction of quantum logical errors in a driven, dissipative system: A blueprint for an analog quantum code fabric''. Phys. Rev. A 91, 062324 (2015).
https://doi.org/10.1103/PhysRevA.91.062324
[39] Simon Lieu, Yu-Jie Liu, and Alexey V. Gorshkov. ``Candidate for a passively protected quantum memory in two dimensions''. Phys. Rev. Lett. 133, 030601 (2024).
https://doi.org/10.1103/PhysRevLett.133.030601
[40] Jae-Mo Lihm, Kyungjoo Noh, and Uwe R. Fischer. ``Implementation-independent sufficient condition of the knill-laflamme type for the autonomous protection of logical qudits by strong engineered dissipation''. Phys. Rev. A 98, 012317 (2018).
https://doi.org/10.1103/PhysRevA.98.012317
[41] José Lebreuilly, Kyungjoo Noh, Chiao-Hsuan Wang, Steven M. Girvin, and Liang Jiang. ``Autonomous quantum error correction and quantum computation'' (2021). arXiv:2103.05007.
arXiv:2103.05007
[42] Daniel Gottesman. ``Fault-tolerant quantum computation with constant overhead''. Quantum Inf. Comput. 14, 1338–1371 (2014).
https://doi.org/10.26421/QIC14.15-16-5
[43] Ting-Chun Lin and Min-Hsiu Hsieh. ``Good quantum LDPC codes with linear time decoder from lossless expanders'' (2022). arXiv:2203.03581.
arXiv:2203.03581
[44] Anthony Leverrier and Gilles Zémor. ``Quantum tanner codes''. In 2022 IEEE 63rd Annual Symposium on Foundations of Computer Science (FOCS). Pages 872–883. IEEE (2022).
https://doi.org/10.1109/FOCS54457.2022.00117
[45] Pavel Panteleev and Gleb Kalachev. ``Asymptotically good quantum and locally testable classical ldpc codes''. In Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing (STOC ’22). Pages 375–388. ACM (2022).
https://doi.org/10.1145/3519935.3520017
[46] Robert Alicki, Mark Fannes, and Michal Horodecki. ``On thermalization in kitaev's 2d model''. J. Phys. A: Math. Theor. 42, 065303 (2009).
https://doi.org/10.1088/1751-8113/42/6/065303
[47] Angelo Lucia, David Pérez-García, and Antonio Pérez-Hernández. ``Thermalization in kitaev's quantum double models via tensor network techniques''. Forum of Mathematics, Sigma 11 (2023).
https://doi.org/10.1017/fms.2023.98
[48] Ivan Bardet, Ángela Capel, Li Gao, Angelo Lucia, David Pérez-García, and Cambyse Rouzé. ``Rapid thermalization of spin chain commuting hamiltonians''. Phys. Rev. Lett. 130, 060401 (2023).
https://doi.org/10.1103/PhysRevLett.130.060401
[49] Heinz-Peter Breuer and Francesco Petruccione. ``The theory of open quantum systems''. Oxford University Press. Oxford (2002).
https://doi.org/10.1093/acprof:oso/9780199213900.001.0001
[50] Vittorio Gorini, Andrzej Kossakowski, and Ennackal Chandy George Sudarshan. ``Completely positive dynamical semigroups of n-level systems''. J. Math. Phys. 17, 821–825 (1976).
https://doi.org/10.1063/1.522979
[51] G. Lindblad. ``On the generators of quantum dynamical semigroups''. Comm. Math. Phys. 48, 119–130 (1976).
https://doi.org/10.1007/BF01608499
[52] Emanuel Knill and Raymond Laflamme. ``Theory of quantum error-correcting codes''. Phys. Rev. A 55, 900–911 (1997).
https://doi.org/10.1103/PhysRevA.55.900
[53] Arne L. Grimsmo, Joshua Combes, and Ben Q. Baragiola. ``Quantum computing with rotation-symmetric bosonic codes''. Phys. Rev. X 10, 011058 (2020).
https://doi.org/10.1103/PhysRevX.10.011058
[54] Toby S. Cubitt, Angelo Lucia, Spyridon Michalakis, and David Perez-Garcia. ``Stability of local quantum dissipative systems''. Commun. Math. Phys. 337, 1275–1315 (2015).
https://doi.org/10.1007/s00220-015-2355-3
[55] Fernando G.S.L. Brandao, Toby S Cubitt, Angelo Lucia, Spyridon Michalakis, and David Perez-Garcia. ``Area law for fixed points of rapidly mixing dissipative quantum systems''. J. Math. Phys. 56, 102202 (2015).
https://doi.org/10.1063/1.4932612
[56] Aleksander Kubica and John Preskill. ``Cellular-automaton decoders with provable thresholds for topological codes''. Phys. Rev. Lett. 123, 020501 (2019).
https://doi.org/10.1103/PhysRevLett.123.020501
[57] ``NIST digital library of mathematical functions''. https://dlmf.nist.gov/ (2023). 1.1.9, released 2023-03-15.
https://dlmf.nist.gov/
[58] A. Kossakowski. ``On quantum statistical mechanics of non-hamiltonian systems''. Reports on Mathematical Physics 3, 247–274 (1972).
https://doi.org/10.1016/0034-4877(72)90010-9
[59] D. Gottesman. ``Fault-tolerant quantum computation with higher-dimensional systems''. Chaos Solit. Fractals 10, 1749–1758 (1999).
https://doi.org/10.1016/S0960-0779(98)00218-5
[60] Jürgen Bierbrauer and Yves Edel. ``Quantum twisted codes''. J. Comb. Des. 8, 174–188 (2000).
https://doi.org/10.1002/(SICI)1520-6610(2000)8:3<174::AID-JCD3>3.0.CO;2-T
[61] Avanti Ketkar, Andreas Klappenecker, Santosh Kumar, and Pradeep Kiran Sarvepalli. ``Nonbinary stabilizer codes over finite fields''. IEEE Trans. Inf. Theory 52, 4892–4914 (2006).
https://doi.org/10.1109/TIT.2006.883612
[62] Thomas M. Stace, Sean D. Barrett, and Andrew C. Doherty. ``Thresholds for topological codes in the presence of loss''. Phys. Rev. Lett. 102, 200501 (2009).
https://doi.org/10.1103/PhysRevLett.102.200501
[63] David K. Tuckett, Andrew S. Darmawan, Christopher T. Chubb, Sergey Bravyi, Stephen D. Bartlett, and Steven T. Flammia. ``Tailoring surface codes for highly biased noise''. Phys. Rev. X 9, 041031 (2019).
https://doi.org/10.1103/PhysRevX.9.041031
[64] A. R. Calderbank, E. M. Rains, P. W. Shor, and N. J. A. Sloane. ``Quantum error correction and orthogonal geometry''. Phys. Rev. Lett. 78, 405–408 (1997).
https://doi.org/10.1103/PhysRevLett.78.405
[65] Chenyang Wang, Jim Harrington, and John Preskill. ``Confinement-higgs transition in a disordered gauge theory and the accuracy threshold for quantum memory''. Ann. Phys. 303, 31–58 (2003).
https://doi.org/10.1016/S0003-4916(02)00019-2
[66] Thomas H. Cormen, Charles E. Leiserson, Ronald L. Rivest, and Clifford Stein. ``Introduction to algorithms''. MIT Press. Cambridge, MA (2001). 2nd edition.
https://doi.org/10.5555/580470
[67] Alexei Kitaev. ``Anyons in an exactly solved model and beyond''. Ann. Phys. 321, 2–111 (2006).
https://doi.org/10.1016/j.aop.2005.10.005
[68] John Dengis, Robert König, and Fernando Pastawski. ``An optimal dissipative encoder for the toric code''. New J. Phys. 16, 013023 (2014).
https://doi.org/10.1088/1367-2630/16/1/013023
[69] Francesco Ticozzi, Giacomo Baggio, and Lorenza Viola. ``Quantum information encoding from stabilizing dynamics''. In Proceedings of the 58th IEEE Conference on Decision and Control (CDC). Pages 413–418. IEEE (2019).
https://doi.org/10.1109/CDC40024.2019.9029402
[70] Marios H. Michael, Matti Silveri, R. T. Brierley, Victor V. Albert, Juha Salmilehto, Liang Jiang, and S. M. Girvin. ``New class of quantum error-correcting codes for a bosonic mode''. Phys. Rev. X 6, 031006 (2016).
https://doi.org/10.1103/PhysRevX.6.031006
[71] Michael A. Nielsen and Isaac L. Chuang. ``Quantum computation and quantum information''. Cambridge University Press. Cambridge; New York (2010). 10th anniversary edition edition.
https://doi.org/10.1017/CBO9780511976667
[72] Berislav Buča and Tomaž Prosen. ``A note on symmetry reductions of the lindblad equation: transport in constrained open spin chains''. New J. Phys. 14, 073007 (2012).
https://doi.org/10.1088/1367-2630/14/7/073007
Cited by
[1] Yipei Zhang, Philippe Lewalle, and K. Birgitta Whaley, "Solving k–SAT problems with generalized quantum measurement", npj Quantum Information 11 1, 170 (2025).
[2] Jake Xuereb, Benjamin Stratton, Alberto Rolandi, Jinming He, Marcus Huber, and Pharnam Bakhshinezhad, "Cooling a Qubit Using n Others", PRX Quantum 6 4, 040368 (2025).
[3] Pedro Juan Roig, Salvador Alcaraz, Katja Gilly, Cristina Bernad, and Blas Trigueros, 2026 International Conference on Integrated Intelligence and Cognitive Engineering (ICIICE) 1 (2026) ISBN:979-8-3315-4531-4.
[4] Simon Lieu, Yu-Jie Liu, and Alexey V. Gorshkov, "Candidate for a Passively Protected Quantum Memory in Two Dimensions", Physical Review Letters 133 3, 030601 (2024).
[5] Florian Meier, Marcus Huber, Paul Erker, and Jake Xuereb, "Autonomous quantum processing unit: an autonomous thermal computing machine & its physical limitations", Reports on Progress in Physics 89 7, 077601 (2026).
[6] Philippe Lewalle, Yipei Zhang, and K. Birgitta Whaley, "Optimal Zeno Dragging for Quantum Control: A Shortcut to Zeno with Action-Based Scheduling Optimization", PRX Quantum 5 2, 020366 (2024).
[7] Samuel Morales, Silvia Pappalardi, and Reinhold Egger, "Towards scalable active steering protocols for genuinely entangled state manifolds", Physical Review Research 7 2, 023170 (2025).
[8] Nico Ackermann, Samuel Morales, Alfredo Levy Yeyati, Sebastian Diehl, and Reinhold Egger, "Error threshold in active steering protocols for few-qubit systems", Physical Review Research 7 1, 013045 (2025).
[9] Victor V. Albert and Philippe Faist, "Handbook of Error-Correcting Codes", arXiv:2606.11484, (2026).
The above citations are from Crossref's cited-by service (last updated successfully 2026-08-17 20:20:19) and SAO/NASA ADS (last updated successfully 2026-08-17 20:20:20). The list may be incomplete as not all publishers provide suitable and complete citation data.
This Paper is published in Quantum under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. Copyright remains with the original copyright holders such as the authors or their institutions.