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Efficiently decoding quantum errors with machine learning

delete2025-11-25
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PRE
AI
X
Xiu–Hao Deng *
Y
Yuan Xu *
DOI:10.1038/s43588-025-00907-5delete
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Abstract

Abstract

En 中文
Quantum computers are inching closer to practical deployment, but shielding fragile quantum information from errors is still very challenging. Now, a machine-learning-based decoder offers a strategy for rectifying errors in logic quantum circuits, hastening the advent of reliable and fault-tolerant quantum systems.
Keywords:
quantum computing
machine learning
error correction
fault tolerance
quantum circuits

Journal

Nature Computational Science cover
Nature Computational Science
IF:
18.3
Papers:
3.1K
Citations:
4.0K

Organization

S
shenzhen international quantum academy
Scholars:
137
Papers: 58
Citations: 0
Cited Papers

Cited Papers

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errLacroix,N.; Bourassa,A.; Heras,F. J. H.; Zhang,L. M.; Bausch,J.; Senior,A. W.; Edlich,T.; Shutty,N.; Sivak,V.; Bengtsson,A.; McEwen,M.; Higgott,O.; Kafri,D.; Claes,J.; Morvan,A.; Chen,Z.; Zalcman,A.; Madhuk,S.; Acharya,R.; Aghababaie Beni,L.; Aigeldinger,G.; Alcaraz,R.; Andersen,T. I.; Ansmann,M.; Arute,F.; Arya,K.; Asfaw,A.; Atalaya,J.; Babbush,R.; Ballard,B.; Bardin,J. C.; Bilmes,A.; Blackwell,S.; Bovaird,J.; Bowers,D.; Brill,L.; Broughton,M.; Browne,D. A.; Buchea,B.; Buckley,B. B.; Burger,T.; Burkett,B.; Bushnell,N.; Cabrera,A.; Campero,J.; Chang,H.-S.; Chiaro,B.; Chih,L.-Y.; Cleland,A. Y.; Cogan,J.; Collins,R.; Conner,P.; Courtney,W.; Crook,A. L.; Curtin,B.; Das,S.; Demura,S.; De Lorenzo,L.; Di Paolo,A.; Donohoe,P.; Drozdov,I.; Dunsworth,A.; Eickbusch,A.; Elbag,A. Moshe; Elzouka,M.; Erickson,C.; Ferreira,V. S.; Flores Burgos,L.; Forati,E.; Fowler,A. G.; Foxen,B.; Ganjam,S.; Garcia,G.; Gasca,R.; Genois,É.; Giang,W.; Gilboa,D.; Gosula,R.; Grajales Dau,A.; Graumann,D.; Greene,A.; Gross,J. A.; Ha,T.; Habegger,S.; Hansen,M.; Harrigan,M. P.; Harrington,S. D.; Heslin,S.; Heu,P.; Hiltermann,R.; Hilton,J.; Hong,S.; Huang,H.-Y.; Huff,A.; Huggins,W. J.; Jeffrey,E.; Jiang,Z.; Jin,X.; Joshi,C.; Juhas,P.; Kabel,A.; Kang,H.; Karamlou,A. H.; Kechedzhi,K.; Khaire,T.; Khattar,T.; Khezri,M.; Kim,S.; Klimov,P. V.; Kobrin,B.; Korotkov,A. N.; Kostritsa,F.; Kreikebaum,J. Mark; Kurilovich,V. D.; Landhuis,D.; Lange-Dei,T.; Langley,B. W.; Laptev,P.; Lau,K.-M.; Ledford,J.; Lee,K.; Lester,B. J.; Le Guevel,L.; Li,W. Yan; Li,Y.; Lill,A. T.; Livingston,W. P.; Locharla,A.; Lucero,E.; Lundahl,D.; Lunt,A.; Maloney,A.; Mandrà,S.; Martin,L. S.; Martin,O.; Maxfield,C.; McClean,J. R.; Meeks,S.; Megrant,A.; Miao,K. C.; Molavi,R.; Molina,S.; Montazeri,S.; Movassagh,R.; Neill,C.; Newman,M.; Nguyen,A.; Nguyen,M.; Ni,C.-H.; Niu,M. Y.; Oas,L.; Oliver,W. D.; Orosco,R.; Ottosson,K.; Pizzuto,A.; Potter,R.; Pritchard,O.; Quintana,C.; Ramachandran,G.; Reagor,M. J.; Resnick,R.; Rhodes,D. M.; Roberts,G.; Rosenberg,E.; Rosenfeld,E.; Rossi,E.; Roushan,P.; Sankaragomathi,K.; Schurkus,H. F.; Shearn,M. J.; Shorter,A.; Shvarts,V.; Small,S.; Smith,W. Clarke; Springer,S.; Sterling,G.; Suchard,J.; Szasz,A.; Sztein,A.; Thor,D.; Tomita,E.; Torres,A.; Torunbalci,M. Mert; Vaishnav,A.; Vargas,J.; Vdovichev,S.; Vidal,G.; Vollgraff Heidweiller,C.; Waltman,S.; Waltz,J.; Wang,S. X.; Ware,B.; Weidel,T.; White,T.; Wong,K.; Woo,B. W. K.; Woodson,M.; Xing,C.; Yao,Z. Jamie; Yeh,P.; Ying,B.; Yoo,J.; Yosri,N.; Young,G.; Zhang,Y.; Zhu,N.; Zobrist,N.; Neven,H.; Kohli,P.; Davies,A.; Boixo,S.; Kelly,J.; Jones,C.; Gidney,C.; Satzinger,K. J.
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IF48.5
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errAcharya, Rajeev; Abanin, Dmitry A.; Aghababaie-Beni, Laleh; Aleiner, Igor; Andersen, Trond I.; Arute, Frank; Arya, Kunal; Asfaw, Abraham; Astrakhantsev, Nikita; Atalaya, Juan; Babbush, Ryan; Bacon, Dave; Ballard, Brian; Bardin, Joseph C.; Bausch, Johannes; Bengtsson, Andreas; Bilmes, Alexander; Blackwell, Sam; Boixo, Sergio; Bortoli, Gina; Bourassa, Alexandre; Bovaird, Jenna; Brill, Leon; Broughton, Michael; Browne, David A.; Buchea, Brett; Buckley, Bob B.; Buell, David A.; Burger, Tim; Burkett, Brian; Bushnell, Nicholas; Cabrera, Anthony; Campero, Juan; Chang, Hung-Shen; Chen, Yu; Chen, Zijun; Chiaro, Ben; Chik, Desmond; Chou, Charina; Claes, Jahan; Cleland, Agnetta Y.; Cogan, Josh; Collins, Roberto; Conner, Paul; Courtney, William; Crook, Alexander L.; Curtin, Ben; Das, Sayan; Davies, Alex; De Lorenzo, Laura; Debroy, Dripto M.; Demura, Sean; Devoret, Michel; Di Paolo, Agustin; Donohoe, Paul; Drozdov, Ilya; Dunsworth, Andrew; Earle, Clint; Edlich, Thomas; Eickbusch, Alec; Elbag, Aviv Moshe; Elzouka, Mahmoud; Erickson, Catherine; Faoro, Lara; Farhi, Edward; Ferreira, Vinicius S.; Burgos, Leslie Flores; Forati, Ebrahim; Fowler, Austin G.; Foxen, Brooks; Ganjam, Suhas; Garcia, Gonzalo; Gasca, Robert; Genois, Elie; Giang, William; Gidney, Craig; Gilboa, Dar; Gosula, Raja; Dau, Alejandro Grajales; Graumann, Dietrich; Greene, Alex; Gross, Jonathan A.; Habegger, Steve; Hall, John; Hamilton, Michael C.; Hansen, Monica; Harrigan, Matthew P.; Harrington, Sean D.; Heras, Francisco J. H.; Heslin, Stephen; Heu, Paula; Higgott, Oscar; Hill, Gordon; Hilton, Jeremy; Holland, George; Hong, Sabrina; Huang, Hsin-Yuan; Huff, Ashley; Huggins, William J.; Ioffe, Lev B.; Isakov, Sergei V.; Iveland, Justin; Jeffrey, Evan; Jiang, Zhang; Jones, Cody; Jordan, Stephen; Joshi, Chaitali; Juhas, Pavol; Kafri, Dvir; Kang, Hui; Karamlou, Amir H.; Kechedzhi, Kostyantyn; Kelly, Julian; Khaire, Trupti; Khattar, Tanuj; Khezri, Mostafa; Kim, Seon; Klimov, Paul V.; Klots, Andrey R.; Kobrin, Bryce; Kohli, Pushmeet; Korotkov, Alexander N.; Kostritsa, Fedor; Kothari, Robin; Kozlovskii, Borislav; Kreikebaum, John Mark; Kurilovich, Vladislav D.; Lacroix, Nathan; Landhuis, David; Lange-Dei, Tiano; Langley, Brandon W.; Laptev, Pavel; Lau, Kim-Ming; Ledford, Justin; Lee, Joonho; Lee, Kenny; Lensky, Yuri D.; Leon, Shannon; Lester, Brian J.; Li, Wing Yan; Li, Yin; Lill, Alexander T.; Liu, Wayne; Livingston, William P.; Locharla, Aditya; Lucero, Erik; Lundahl, Daniel; Lunt, Aaron; Madhuk, Sid; Malone, Fionn D.; Maloney, Ashley; Mandra, Salvatore; Manyika, James; Martin, Leigh S.; Martin, Orion; Martin, Steven; Maxfield, Cameron; McClean, Jarrod R.; McEwen, Matt; Meeks, Seneca; Megrant, Anthony; Mi, Xiao; Miao, Kevin C.; Mieszala, Amanda; Molavi, Reza; Molina, Sebastian; Montazeri, Shirin; Morvan, Alexis; Movassagh, Ramis; Mruczkiewicz, Wojciech; Naaman, Ofer; Neeley, Matthew; Neill, Charles; Nersisyan, Ani; Neven, Hartmut; Newman, Michael; Ng, Jiun How; Nguyen, Anthony; Nguyen, Murray; Ni, Chia-Hung; Niu, Murphy Yuezhen; O'Brien, Thomas E.; Oliver, William D.; Opremcak, Alex; Ottosson, Kristoffer; Petukhov, Andre; Platt, John; Potter, Rebecca; Pritchard, Orion; Pryadko, Leonid P.; Quintana, Chris; Ramachandran, Ganesh; Reagor, Matthew J.; Redding, John; Rhodes, David M.; Roberts, Gabrielle; Rosenberg, Eliott; Rosenfeld, Emma; Roushan, Pedram; Rubin, Nicholas C.; Saei, Negar; Sank, Daniel; Sankaragomathi, Kannan; Satzinger, Kevin J.; Schurkus, Henry F.; Schuster, Christopher; Senior, Andrew W.; Shearn, Michael J.; Shorter, Aaron; Shutty, Noah; Shvarts, Vladimir; Singh, Shraddha; Sivak, Volodymyr; Skruzny, Jindra; Small, Spencer; Smelyanskiy, Vadim; Smith, W. Clarke; Somma, Rolando D.; Springer, Sofia; Sterling, George; Strain, Doug; Suchard, Jordan; Szasz, Aaron; Sztein, Alex; Thor, Douglas; Torres, Alfredo; Torunbalci, M. Mert; Vaishnav, Abeer; Vargas, Justin; Vdovichev, Sergey; Vidal, Guifre; Villalonga, Benjamin; Heidweiller, Catherine Vollgraff; Waltman, Steven; Wang, Shannon X.; Ware, Brayden; Weber, Kate; Weidel, Travis; White, Theodore; Wong, Kristi; Woo, Bryan W. K.; Xing, Cheng; Yao, Z. Jamie; Yeh, Ping; Ying, Bicheng; Yoo, Juhwan; Yosri, Noureldin; Young, Grayson; Zalcman, Adam; Zhang, Yaxing; Zhu, Ningfeng; Zobrist, Nicholas
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