Almost-linear time decoding algorithm for topological codes

Nicolas Delfosse1,2,3 and Naomi H. Nickerson4

1IQIM, California Institute of Technology, Pasadena, CA, USA
2Department of Physics and Astronomy, University of California, Riverside, CA, USA
3Station Q Quantum Architectures and Computation Group, Microsoft Research, Redmond, WA 98052, USA
4Quantum Optics and Laser Science, Blackett Laboratory, Imperial College London, Prince Consort Road, London SW7 2AZ, United Kingdom

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Abstract

In order to build a large scale quantum computer, one must be able to correct errors extremely fast. We design a fast decoding algorithm for topological codes to correct for Pauli errors and erasure and combination of both errors and erasure. Our algorithm has a worst case complexity of $O(n \alpha(n))$, where $n$ is the number of physical qubits and $\alpha$ is the inverse of Ackermann's function, which is very slowly growing. For all practical purposes, $\alpha(n) \leq 3$. We prove that our algorithm performs optimally for errors of weight up to $(d-1)/2$ and for loss of up to $d-1$ qubits, where $d$ is the minimum distance of the code. Numerically, we obtain a threshold of $9.9\%$ for the 2d-toric code with perfect syndrome measurements and $2.6\%$ with faulty measurements.

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[39] Xinyi Guo, Geguang Miao, Shinichi Nishizawa, Hiromitsu Awano, Shinji Kimura, and Takashi Sato, 2025 IEEE/ACM International Conference On Computer Aided Design (ICCAD) 1 (2025) ISBN:979-8-3315-1560-7.

[40] Christopher Chamberland, Luis Goncalves, Prasahnt Sivarajah, Eric Peterson, and Sebastian Grimberg, "Techniques for combining fast local decoders with global decoders under circuit-level noise", Quantum Science and Technology 8 4, 045011 (2023).

[41] Mohamad Mousa, Amit Jamadagni, and Eugene Dumitrescu, "Composite-dimensional topological codes with boundaries and defects", Physical Review A 114 1, 012438 (2026).

[42] Matthias C. Löbl, Stefano Paesani, and Anders S. Sørensen, "Efficient percolation simulations for lossy photonic fusion networks", Physical Review Research 6 3, 033273 (2024).

[43] Seok-Hyung Lee, Andrew Li, and Stephen D. Bartlett, "Color code decoder with improved scaling for correcting circuit-level noise", Quantum 9, 1609 (2025).

[44] Junichiro Kadomoto, Ren Aoyama, and Kazutoshi Kobayashi, 2025 IEEE International Symposium on Circuits and Systems (ISCAS) 1 (2025) ISBN:979-8-3503-5683-0.

[45] Nicholas Connolly, Vivien Londe, Anthony Leverrier, and Nicolas Delfosse, "Fast erasure decoder for hypergraph product codes", Quantum 8, 1450 (2024).

[46] Abbas B. Ziad, Ankit Zalawadiya, Canberk Topal, Joan Camps, György P. Gehér, Matthew P. Stafford, and Mark L. Turner, "Local clustering decoder as a fast and adaptive hardware decoder for the surface code", Nature Communications 16 1, 11048 (2025).

[47] Shin Nishio, Nicholas Connolly, Nicolò Lo Piparo, William John Munro, Thomas Rowan Scruby, and Kae Nemoto, "Multiplexed Quantum Communication with Surface and Hypergraph Product Codes", Quantum 9, 1613 (2025).

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[51] Chen Lin, Rucong Xu, and Yun Li, "Design of an efficient fault-tolerant quantum-computing circuit with quantum neural network learning", Engineering Applications of Artificial Intelligence 153, 110808 (2025).

[52] Omprakash Chandra, Gopikrishnan Muraleedharan, and Gavin K. Brennen, "Nonlocal resources for error correction in quantum low-density parity-check codes", Physical Review Research 7 3, 033247 (2025).

[53] Lucas Berent, Lukas Burgholzer, and Robert Wille, Proceedings of the 28th Asia and South Pacific Design Automation Conference 709 (2023) ISBN:9781450397834.

[54] Sana Javed, Sergio Colet, Francisco Garcia-Herrero, Óscar Ruano, Juan Antonio Maestro, Bane Vasić, and Mark F. Flanagan, "Low-Complexity Syndrome-Based Linear Programming Decoding of Quantum LDPC Codes", IEEE Transactions on Quantum Engineering 7, 1 (2026).

[55] Victor Yon, Frédéric Marcotte, Pierre-Antoine Mouny, Gebremedhin A Dagnew, Bohdan Kulchytskyy, Sophie Rochette, Yann Beilliard, Dominique Drouin, and Pooya Ronagh, "A memristive neural decoder for cryogenic fault-tolerant quantum error correction", Quantum Science and Technology 10 2, 025049 (2025).

[56] Yue Wu, Shimon Kolkowitz, Shruti Puri, and Jeff D. Thompson, "Erasure conversion for fault-tolerant quantum computing in alkaline earth Rydberg atom arrays", Nature Communications 13 1, 4657 (2022).

[57] Seok-Hyung Lee, Srikrishna Omkar, Yong Siah Teo, and Hyunseok Jeong, "Parity-encoding-based quantum computing with Bayesian error tracking", npj Quantum Information 9 1, 39 (2023).

[58] Aleksander Kubica, Arbel Haim, Yotam Vaknin, Harry Levine, Fernando Brandão, and Alex Retzker, "Erasure Qubits: Overcoming the T1 Limit in Superconducting Circuits", Physical Review X 13 4, 041022 (2023).

[59] Tim Chan and Simon C. Benjamin, "Actis: A Strictly Local Union–Find Decoder", Quantum 7, 1183 (2023).

[60] Marc Serra-Peralta, Mackenzie H. Shaw, and Barbara M. Terhal, "Decoding across Transversal Clifford Gates in the Surface Code", PRX Quantum 7 1, 010335 (2026).

[61] Benjamin J. Brown, "Conservation Laws and Quantum Error Correction: Toward a Generalized Matching Decoder", IEEE BITS the Information Theory Magazine 2 3, 5 (2022).

[62] Ran Huo and Jose Nunez-Yanez, 2025 28th Euromicro Conference on Digital System Design (DSD) 616 (2025) ISBN:979-8-3315-8499-3.

[63] Satvik Maurya, Joshua Viszlai, Nithin Raveendran, Poulami Das, and Swamit Tannu, 2025 IEEE International Symposium on Workload Characterization (IISWC) 286 (2025) ISBN:979-8-3315-4917-6.

[64] Haowen Wang, Yunjia Xue, Yingjie Qu, Xiaoyi Mu, and Hongyang Ma, "Multidimensional Bose quantum error correction based on neural network decoder", npj Quantum Information 8 1, 134 (2022).

[65] Shouzhen Gu, Alex Retzker, and Aleksander Kubica, "Fault-tolerant quantum architectures based on erasure qubits", Physical Review Research 7 1, 013249 (2025).

[66] Christopher A. Pattison, Anirudh Krishna, and John Preskill, "Hierarchical memories: Simulating quantum LDPC codes with local gates", Quantum 9, 1728 (2025).

[67] Kathleen Chang, Shraddha Singh, Jahan Claes, Kaavya Sahay, James Teoh, and Shruti Puri, "Surface Code with Imperfect Erasure Checks", PRX Quantum 6 4, 040355 (2025).

[68] Shilin Huang, Tomas Jochym-O’Connor, and Theodore J. Yoder, "Homomorphic Logical Measurements", PRX Quantum 4 3, 030301 (2023).

[69] IlKwon Sohn, Boseon Kim, Kwangil Bae, Wooyeong Song, Chankyun Lee, Kabgyun Jeong, and Wonhyuk Lee, "Fault-tolerant and secure long-distance quantum communication via uncorrectable-error-injection", EPJ Quantum Technology 12 1, 131 (2025).

[70] Yue Wu and Lin Zhong, 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) 928 (2023) ISBN:979-8-3503-4323-6.

[71] Gayathri R., Shobhit Bhatnagar, Abhinav Vaishya, and P Vijay Kumar, 2025 IEEE Information Theory Workshop (ITW) 1 (2025) ISBN:979-8-3315-3142-3.

[72] Shuang Liang, Jubo Xu, Yuncheng Lu, Hao Mark Chen, Bo Yuan, and Hongxiang Fan, 2026 31st Asia and South Pacific Design Automation Conference (ASP-DAC) 77 (2026) ISBN:979-8-3315-9123-6.

[73] Joonas Majaniemi and Elisha S Matekole, "Reducing quantum error correction overhead using soft information", Quantum Science and Technology 11 2, 025024 (2026).

[74] Lorenzo Valentini, Diego Forlivesi, and Marco Chiani, "Performance Limits of Fault-Tolerant Quantum Error Correction Schemes", IEEE Journal on Selected Areas in Communications 44, 4704 (2026).

[75] Matthew Steinberg, Junyu Fan, Robert J. Harris, David Elkouss, Sebastian Feld, and Alexander Jahn, "Far from Perfect: Quantum Error Correction with (Hyperinvariant) Evenbly Codes", Quantum 9, 1826 (2025).

[76] Rob A. Damsteegt, Masoud Babaie, Sebastian Feld, and Fabio Sebastiano, 2025 IEEE International Conference on Quantum Computing and Engineering (QCE) 1076 (2025) ISBN:979-8-3315-5736-2.

[77] Yuri Alexeev, Marwa H. Farag, Taylor L. Patti, Mark E. Wolf, Natalia Ares, Alán Aspuru-Guzik, Simon C. Benjamin, Zhenyu Cai, Shuxiang Cao, Christopher Chamberland, Zohim Chandani, Federico Fedele, Ikko Hamamura, Nicholas Harrigan, Jin-Sung Kim, Elica Kyoseva, Justin G. Lietz, Tom Lubowe, Alexander McCaskey, Roger G. Melko, Kouhei Nakaji, Alberto Peruzzo, Pooja Rao, Bruno Schmitt, Sam Stanwyck, Norm M. Tubman, Hanrui Wang, and Timothy Costa, "Artificial intelligence for quantum computing", Nature Communications 16 1, 10829 (2025).

[78] Oscar Higgott and Craig Gidney, "Sparse Blossom: correcting a million errors per core second with minimum-weight matching", Quantum 9, 1600 (2025).

[79] Oscar Higgott, "PyMatching: A Python Package for Decoding Quantum Codes with Minimum-Weight Perfect Matching", ACM Transactions on Quantum Computing 3 3, 1 (2022).

[80] Iosifina Angelidi, Marcin Szyniszewski, and Arijeet Pal, "Stabilization of symmetry-protected long-range entanglement in stochastic quantum circuits", Quantum 8, 1430 (2024).

[81] Tianjie Hu, Jindi Wu, and Qun Li, 2025 IEEE International Conference on Quantum Computing and Engineering (QCE) 2493 (2025) ISBN:979-8-3315-5736-2.

[82] Kaavya Sahay, Yingjia Lin, Shilin Huang, Kenneth R. Brown, and Shruti Puri, "Error Correction of Transversal cnot Gates for Scalable Surface-Code Computation", PRX Quantum 6 2, 020326 (2025).

[83] Robert Joo, "Decoding the surface code with a spatio-temporal transformer", EPJ Quantum Technology 13 1, 52 (2026).

[84] Susan X. Chen, Matthias C. Löbl, Ming Lai Chan, Anders S. Sørensen, and Stefano Paesani, "Fusion-based implementation of qLDPC codes with quantum emitters", npj Quantum Information 12 1, 90 (2026).

[85] Poulami Das, Aditya Locharla, and Cody Jones, Proceedings of the 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems 541 (2022) ISBN:9781450392051.

[86] Lucas Berent, Lukas Burgholzer, Peter-Jan H.S. Derks, Jens Eisert, and Robert Wille, "Decoding quantum color codes with MaxSAT", Quantum 8, 1506 (2024).

[87] Joan Camps, Ophelia Crawford, György P Gehér, Alexander V Gramolin, Matthew P Stafford, and Mark L Turner, "Leakage mobility in superconducting qubits as a leakage reduction unit", Physica Scripta 101 11, 115107 (2026).

[88] Spiro Gicev, Lloyd C. L. Hollenberg, and Muhammad Usman, "A scalable and fast artificial neural network syndrome decoder for surface codes", Quantum 7, 1058 (2023).

[89] Milan Liepelt, Tommaso Peduzzi, and James R Wootton, "Enhanced repetition codes for the cross-platform comparison of progress towards fault-tolerance", Journal of Physics A: Mathematical and Theoretical 57 25, 255302 (2024).

[90] Alexandru Paler and Austin G. Fowler, "Pipelined correlated minimum weight perfect matching of the surface code", Quantum 7, 1205 (2023).

[91] Michele Pacenti, Mark F. Flanagan, Dimitris Chytas, and Bane Vasić, GLOBECOM 2024 - 2024 IEEE Global Communications Conference 3998 (2024) ISBN:979-8-3503-5125-5.

[92] Jia‐Ning Li, Tian‐Hao Wei, Zi‐Hao Mei, Qi Zhou, Wei‐Cheng Kong, Jiaxuan Zhang, Yu‐Chun Wu, and Guo‐Ping Guo, "Real‐Time Decoding For Surface Code", Advanced Quantum Technologies 9 5, e00806 (2026).

[93] Luka Skoric, Dan E. Browne, Kenton M. Barnes, Neil I. Gillespie, and Earl T. Campbell, "Parallel window decoding enables scalable fault tolerant quantum computation", Nature Communications 14 1, 7040 (2023).

[94] Shayan Srinivasa Garani, Priya J. Nadkarni, and Ankur Raina, "Theory Behind Quantum Error Correcting Codes: An Overview", Journal of the Indian Institute of Science 103 2, 449 (2023).

[95] Sara Bartolucci, Patrick Birchall, Hector Bombín, Hugo Cable, Chris Dawson, Mercedes Gimeno-Segovia, Eric Johnston, Konrad Kieling, Naomi Nickerson, Mihir Pant, Fernando Pastawski, Terry Rudolph, and Chris Sparrow, "Fusion-based quantum computation", Nature Communications 14 1, 912 (2023).

[96] Debasmita Bhoumik, Ritajit Majumdar, Dhiraj Madan, Dhinakaran Vinayagamurthy, Shesha Raghunathan, and Susmita Sur-Kolay, "Efficient Syndrome Decoder for Heavy Hexagonal QECC via Machine Learning", ACM Transactions on Quantum Computing 5 1, 1 (2024).

[97] Mao Lin, "Approximate maximum-likelihood decoding with K minimum weight matchings", Physical Review A 112 4, 042436 (2025).

[98] Karl Hammar, Alexei Orekhov, Patrik Wallin Hybelius, Anna Katariina Wisakanto, Basudha Srivastava, Anton Frisk Kockum, and Mats Granath, "Error-rate-agnostic decoding of topological stabilizer codes", Physical Review A 105 4, 042616 (2022).

[99] Zhaoyi Li, Isaac Kim, and Patrick Hayden, "Concatenation Schemes for Topological Fault-tolerant Quantum Error Correction", Quantum 7, 1089 (2023).

[100] Mark L. Turner, Earl T. Campbell, Ophelia Crawford, Neil I. Gillespie, and Joan Camps, "Scalable Decoding Protocols for Fast Transversal Logic in the Surface Code", PRX Quantum 7 1, 010320 (2026).

[101] Shi Jie Samuel Tan, Christopher A. Pattison, Matt McEwen, and John Preskill, "Resilience of the surface code to error bursts", Physical Review A 113 2, 022450 (2026).

[102] Sam J. Griffiths and Dan E. Browne, "Union-find quantum decoding without union-find", Physical Review Research 6 1, 013154 (2024).

[103] Prithviraj Prabhu and Ben W. Reichardt, "Distance-four quantum codes with combined postselection and error correction", Physical Review A 110 1, 012419 (2024).

[104] Tianjie Hu, Jindi Wu, and Qun Li, 2024 IEEE 44th International Conference on Distributed Computing Systems (ICDCS) 1236 (2024) ISBN:979-8-3503-8605-9.

[105] Love A. Pettersson, Anders S. Sørensen, and Stefano Paesani, "Deterministic Generation of Concatenated Graph Codes from Quantum Emitters", PRX Quantum 6 1, 010305 (2025).

[106] Luis Colmenarez, Seyong Kim, and Markus Müller, "Fundamental Thresholds for Computational and Erasure Errors via the Coherent Information", PRX Quantum 6 4, 040327 (2025).

[107] Alexander Knapen, Guanchen Tao, Jacob Mack, Tomas Bruno, Mehdi Saligane, Dennis Sylvester, Qirui Zhang, and Gokul Subramanian Ravi, 2026 IEEE International Symposium on High Performance Computer Architecture (HPCA) 1 (2026) ISBN:979-8-3315-9302-5.

[108] Yun-Jia Xue, Hao-Wen Wang, Yan-Bing Tian, Yi-Nuo Wang, Yu-Xuan Wang, Shu-Mei Wang, and Liuguo Yin, "Quantum Information Protection Scheme Based on Reinforcement Learning for Periodic Surface Codes", Quantum Engineering 2022, 1 (2022).

[109] Namitha Liyanage, Yue Wu, Siona Tagare, and Lin Zhong, "FPGA-Based Distributed Union-Find Decoder for Surface Codes", IEEE Transactions on Quantum Engineering 5, 1 (2024).

[110] Ching-Feng Kung, Kao-Yueh Kuo, and Ching-Yi Lai, 2023 12th International Symposium on Topics in Coding (ISTC) 1 (2023) ISBN:979-8-3503-2611-6.

[111] Marco Fellous-Asiani, Jing Hao Chai, Yvain Thonnart, Hui Khoon Ng, Robert S. Whitney, and Alexia Auffèves, "Optimizing Resource Efficiencies for Scalable Full-Stack Quantum Computers", PRX Quantum 4 4, 040319 (2023).

[112] Mingyu Kang, Wesley C. Campbell, and Kenneth R. Brown, "Quantum Error Correction with Metastable States of Trapped Ions Using Erasure Conversion", PRX Quantum 4 2, 020358 (2023).

[113] Xinyu Tan, Fang Zhang, Rui Chao, Yaoyun Shi, and Jianxin Chen, "Scalable Surface-Code Decoders with Parallelization in Time", PRX Quantum 4 4, 040344 (2023).

[114] Evagoras Stylianou, Vladimir Sidorenko, Christian Deppe, and Holger Boche, Lecture Notes in Computer Science 14620, 427 (2025) ISBN:978-3-031-82013-7.

[115] Stefano Veroni, Alexandru Paler, and Giacomo Giudice, "Universal Quantum Computation via Scalable Measurement-Free Error Correction", PRX Quantum 6 4, 040337 (2025).

[116] Marzio Vallero, Gioele Casagranda, Flavio Vella, and Paolo Rech, SC24: International Conference for High Performance Computing, Networking, Storage and Analysis 1 (2024) ISBN:979-8-3503-5291-7.

[117] Timo Hillmann, Lucas Berent, Armanda O. Quintavalle, Jens Eisert, Robert Wille, and Joschka Roffe, "Localized statistics decoding for quantum low-density parity-check codes", Nature Communications 16 1, 8214 (2025).

[118] Veeresh Kuruba, Shivaleela E S, and Srinivas T, 2025 IEEE Pune Section International Conference (PuneCon) 1 (2025) ISBN:979-8-3315-8834-2.

[119] Yves van Montfort, Sébastian de Bone, and David Elkouss, "Fault-tolerant structures for measurement-based quantum computation on a network", Quantum 9, 1723 (2025).

[120] Fang Zhang, Xing Zhu, Rui Chao, Cupjin Huang, Linghang Kong, Guoyang Chen, Dawei Ding, Haishan Feng, Yihuai Gao, Xiaotong Ni, Liwei Qiu, Zhe Wei, Yueming Yang, Yang Zhao, Yaoyun Shi, Weifeng Zhang, Peng Zhou, and Jianxin Chen, "A Classical Architecture for Digital Quantum Computers", ACM Transactions on Quantum Computing 5 1, 1 (2024).

[121] Yutaro Akahoshi, Kazunori Maruyama, Hirotaka Oshima, Shintaro Sato, and Keisuke Fujii, "Partially Fault-Tolerant Quantum Computing Architecture with Error-Corrected Clifford Gates and Space-Time Efficient Analog Rotations", PRX Quantum 5 1, 010337 (2024).

[122] Seok-Hyung Lee, Lucas H. English, and Stephen D. Bartlett, "Efficient post-selection for general quantum LDPC Codes", npj Quantum Information 12 1, 96 (2026).

[123] Tzu-Hsuan Huang, Ting-An Hu, and Yeong-Luh Ueng, "Branch-Assisted Sign-Flipping Belief Propagation Decoding for Topological Quantum Codes Based on Hypergraph Product Structure", IEEE Transactions on Quantum Engineering 4, 1 (2023).

[124] Mincheol Park, Nishad Maskara, Marcin Kalinowski, and Mikhail D. Lukin, "Enhancing quantum memory lifetime with measurement-free local error correction and reinforcement learning", Physical Review A 111 1, 012419 (2025).

[125] Eric Sabo, Arun B. Aloshious, and Kenneth R. Brown, "Trellis Decoding for Qudit Stabilizer Codes and Its Application to Qubit Topological Codes", IEEE Transactions on Quantum Engineering 5, 1 (2024).

[126] Kenton M. Barnes, Tomasz Bialas, Okan Buğdayci, Earl T. Campbell, Neil I. Gillespie, Kauser Johar, Ram Rajan, Adam W. Richardson, Luka Skoric, Canberk Topal, Mark L. Turner, and Abbas B. Ziad, 2023 IEEE International Conference on Quantum Computing and Engineering (QCE) 375 (2023) ISBN:979-8-3503-4323-6.

[127] Samuel C. Smith, Benjamin J. Brown, and Stephen D. Bartlett, "Local Predecoder to Reduce the Bandwidth and Latency of Quantum Error Correction", Physical Review Applied 19 3, 034050 (2023).

[128] Nicolas Delfosse, Vivien Londe, and Michael E. Beverland, "Toward a Union-Find Decoder for Quantum LDPC Codes", IEEE Transactions on Information Theory 68 5, 3187 (2022).

[129] Kai Meinerz, Chae-Yeun Park, and Simon Trebst, "Scalable Neural Decoder for Topological Surface Codes", Physical Review Letters 128 8, 080505 (2022).

[130] Quinten Eggerickx, Adam Wills, Ting-Chun Lin, Kristiaan De Greve, and Min-Hsiu Hsieh, "Almost linear decoder for optimal geometrically local quantum codes", Physical Review Research 7 2, 023300 (2025).

[131] Craig Gidney, "A Pair Measurement Surface Code on Pentagons", Quantum 7, 1156 (2023).

[132] Wouter Rozendaal and Gilles Zémor, 2023 IEEE International Symposium on Information Theory (ISIT) 625 (2023) ISBN:978-1-6654-7554-9.

[133] Michele Pacenti, Mark F. Flanagan, Dimitris Chytas, and Bane Vasić, "Progressive-Proximity Bit-Flipping for Decoding Surface Codes", IEEE Transactions on Communications 73 3, 1419 (2025).

[134] John R. Scott and Krishna C. Balram, "Timing Constraints Imposed by Classical Digital Control Systems on Photonic Implementations of Measurement-Based Quantum Computing", IEEE Transactions on Quantum Engineering 3, 1 (2022).

[135] Fernando Martínez-García, Francisco Revson F. Pereira, and Pedro Parrado-Rodríguez, "Near-Optimal Decoding Algorithm for Color Codes Using Population Annealing", Entropy 28 1, 91 (2026).

[136] Xingyu Qiao, Xiaoxuan Xu, Hongyang Ma, and Tianhui Qiu, "Fault-Tolerant Hybrid Decoder for Quantum Surface Codes on Probabilistic Inference and Topological Clustering", Applied Sciences 16 5, 2586 (2026).

[137] Joshua Viszlai, Jason D. Chadwick, Sarang Joshi, Gokul Subramanian Ravi, Yanjing Li, and Frederic T. Chong, Proceedings of the 52nd Annual International Symposium on Computer Architecture 1386 (2025) ISBN:9798400712616.

[138] Seok-Hyung Lee, Felix Thomsen, Nicholas Fazio, Benjamin J. Brown, and Stephen D. Bartlett, "Low-Overhead Magic State Distillation with Color Codes", PRX Quantum 6 3, 030317 (2025).

[139] Isaac H. Kim, Ye-Hua Liu, Sam Pallister, William Pol, Sam Roberts, and Eunseok Lee, "Fault-tolerant resource estimate for quantum chemical simulations: Case study on Li-ion battery electrolyte molecules", Physical Review Research 4 2, 023019 (2022).

[140] Yabo Wang, Yunlong Xiao, Kishor Bharti, and Bo Qi, 2024 43rd Chinese Control Conference (CCC) 6789 (2024) ISBN:978-9-8875-8158-1.

[141] Samuel C. Smith, Benjamin J. Brown, and Stephen D. Bartlett, "Mitigating errors in logical qubits", Communications Physics 7 1, 386 (2024).

[142] Hanwen Yao, Mert Gökduman, and Henry D. Pfister, "Cluster Decomposition for Improved Erasure Decoding of Quantum LDPC Codes", IEEE Journal on Selected Areas in Information Theory 6, 176 (2025).

[143] Hyunwoo Jung and Jeongseok Ha, "Topological blocking decoder for surface codes", Physical Review A 111 4, 042424 (2025).

[144] Dhanvi Bharadwaj, Yuewen Hou, Alexander Knapen, Gino Kwun, Nikolai Zhitkov, and Gokul Subramanian Ravi, Communications in Computer and Information Science 2724, 148 (2026) ISBN:978-981-95-7828-3.

[145] Jun Fujisaki, Kazunori Maruyama, Hirotaka Oshima, Shintaro Sato, Tatsuya Sakashita, Yusaku Takeuchi, and Keisuke Fujii, "Quantum error correction with an Ising machine under circuit-level noise", Physical Review Research 5 4, 043261 (2023).

[146] Arshpreet Singh Maan and Alexandru Paler, "Machine learning message-passing for the scalable decoding of QLDPC codes", npj Quantum Information 11 1, 78 (2025).

[147] Sanket Chirame, Abhinav Prem, Sarang Gopalakrishnan, and Fiona J. Burnell, "Stabilizing Non-Abelian Topological Order Against Heralded Noise via Local Lindbladian Dynamics", PRX Quantum 6 3, 030363 (2025).

[148] Yaniv Kurman, Lior Ella, Ramon Szmuk, Oded Wertheim, Benedikt Dorschner, Sam Stanwyck, and Yonatan Cohen, "Benchmarking the Ability of a Controller to Execute Quantum Error Corrected Non-Clifford Circuits", IEEE Transactions on Quantum Engineering 6, 1 (2025).

[149] Jacob C. Bridgeman, Aleksander Kubica, and Michael Vasmer, "Lifting Topological Codes: Three-Dimensional Subsystem Codes from Two-Dimensional Anyon Models", PRX Quantum 5 2, 020310 (2024).

[150] Ramon W. J. Overwater, Masoud Babaie, and Fabio Sebastiano, "Neural-Network Decoders for Quantum Error Correction Using Surface Codes: A Space Exploration of the Hardware Cost-Performance Tradeoffs", IEEE Transactions on Quantum Engineering 3, 1 (2022).

[151] Diego Forlivesi, Lorenzo Valentini, and Marco Chiani, "Bubble Clustering Decoder for Quantum Topological Codes", IEEE Transactions on Communications 73 10, 8470 (2025).

[152] Aviad Kaufmann and Itai Arad, "BlockBP decoder for the surface code", Physical Review Research 7 4, 043025 (2025).

[153] Jason D. Chadwick, Mariesa H. Teo, Joshua Viszlai, Willers Yang, and Frederic T. Chong, 2025 IEEE International Conference on Quantum Computing and Engineering (QCE) 658 (2025) ISBN:979-8-3315-5736-2.

[154] Sébastian de Bone, Paul Möller, Conor E. Bradley, Tim H. Taminiau, and David Elkouss, "Thresholds for the distributed surface code in the presence of memory decoherence", AVS Quantum Science 6 3, 033801 (2024).

[155] Yifan Hong, Matteo Marinelli, Adam M. Kaufman, and Andrew Lucas, "Long-range-enhanced surface codes", Physical Review A 110 2, 022607 (2024).

[156] Oscar Higgott and Nikolas P. Breuckmann, "Constructions and Performance of Hyperbolic and Semi-Hyperbolic Floquet Codes", PRX Quantum 5 4, 040327 (2024).

[157] Wouter Rozendaal and Gilles Zémor, "Analysis of the Error-Correcting Radius of a Renormalization Decoder for Kitaev’s Toric Code", IEEE Transactions on Information Theory 70 10, 7036 (2024).

[158] Siddhant Singh, Fenglei Gu, Sébastian de Bone, Eduardo Villaseñor, David Elkouss, and Johannes Borregaard, "Modular architectures and entanglement schemes for error-corrected distributed quantum computation", npj Quantum Information 12 1, 3 (2025).

[159] Anthony Ryan O'Rourke and Simon Devitt, "Compare the pair: Rotated versus unrotated surface codes at equal logical error rates", Physical Review Research 7 3, 033074 (2025).

[160] Josias Old and Manuel Rispler, "Generalized Belief Propagation Algorithms for Decoding of Surface Codes", Quantum 7, 1037 (2023).

[161] Lorenzo Valentini, Diego Forlivesi, and Marco Chiani, 2025 International Conference on Quantum Communications, Networking, and Computing (QCNC) 554 (2025) ISBN:979-8-3315-3159-1.

[162] Qianfan Wang, Jifan Liang, Lvzhou Li, Linqi Song, and Xiao Ma, "BP-LCGCD: A Gaussian-Elimination-Free and High-Performance Decoder for Surface Codes", IEEE Communications Letters 30, 782 (2026).

[163] Irit Dinur, Min-Hsiu Hsieh, Ting-Chun Lin, and Thomas Vidick, Proceedings of the 55th Annual ACM Symposium on Theory of Computing 905 (2023) ISBN:9781450399135.

[164] Siyuan Niu, Di Wu, Ozgur Kilic, and Kwangmin Yu, Proceedings of the 16th ACM International Green and Sustainable Computing Conference 132 (2026) ISBN:9798400725203.

[165] Jun Fujisaki, Hirotaka Oshima, Shintaro Sato, and Keisuke Fujii, "Practical and scalable decoder for topological quantum error correction with an Ising machine", Physical Review Research 4 4, 043086 (2022).

[166] Federico Valentino, Beatrice Branchini, Davide Conficconi, Donatella Sciuto, and Marco D. Santambrogio, 2024 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) 99 (2024) ISBN:979-8-3503-6460-6.

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The above citations are from Crossref's cited-by service (last updated successfully 2026-07-17 08:59:52) and SAO/NASA ADS (last updated successfully 2026-07-16 20:27:38). The list may be incomplete as not all publishers provide suitable and complete citation data.

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