{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T16:42:36Z","timestamp":1784133756028,"version":"3.55.0"},"reference-count":85,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2024,2,1]],"date-time":"2024-02-01T00:00:00Z","timestamp":1706745600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2024,2,1]],"date-time":"2024-02-01T00:00:00Z","timestamp":1706745600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,2,1]],"date-time":"2024-02-01T00:00:00Z","timestamp":1706745600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62141222"],"award-info":[{"award-number":["62141222"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001321","name":"National Research Foundation","doi-asserted-by":"publisher","award":["NRF-NRFI08-2022-0002"],"award-info":[{"award-number":["NRF-NRFI08-2022-0002"]}],"id":[{"id":"10.13039\/501100001321","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IIEEE Trans. Software Eng."],"published-print":{"date-parts":[[2024,2]]},"DOI":"10.1109\/tse.2023.3347898","type":"journal-article","created":{"date-parts":[[2024,1,3]],"date-time":"2024-01-03T19:33:35Z","timestamp":1704310415000},"page":"296-321","source":"Crossref","is-referenced-by-count":30,"title":["Federated Learning for Software Engineering: A Case Study of Code Clone Detection and Defect Prediction"],"prefix":"10.1109","volume":"50","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6248-6734","authenticated-orcid":false,"given":"Yanming","family":"Yang","sequence":"first","affiliation":[{"name":"Department of Computer Science and Technology, Zhejiang University, Ningbo, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0093-3292","authenticated-orcid":false,"given":"Xing","family":"Hu","sequence":"additional","affiliation":[{"name":"School of Software Technology, Zhejiang University, Ningbo, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3030-9917","authenticated-orcid":false,"given":"Zhipeng","family":"Gao","sequence":"additional","affiliation":[{"name":"Shanghai Institute for Advanced Study, Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7410-9146","authenticated-orcid":false,"given":"Jinfu","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Computer Science, Wuhan University, Wuhan, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2906-0598","authenticated-orcid":false,"given":"Chao","family":"Ni","sequence":"additional","affiliation":[{"name":"School of Software Technology, Zhejiang University, Ningbo, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6302-3256","authenticated-orcid":false,"given":"Xin","family":"Xia","sequence":"additional","affiliation":[{"name":"Software Engineering Application Technology Lab, Huawei, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4367-7201","authenticated-orcid":false,"given":"David","family":"Lo","sequence":"additional","affiliation":[{"name":"School of Computing and Information Systems, Singapore Management University, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/rse2.245"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2022.101360"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.05.103"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2007.30"},{"key":"ref5","first-page":"821","article-title":"SCDetector: Software functional clone detection based on semantic tokens analysis","volume-title":"Proc. 35th IEEE\/ACM Int. Conf. Automated Softw. Eng.","author":"Wu","year":"2020"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/2884781.2884839"},{"key":"ref7","article-title":"AIMultiple","year":"2023"},{"key":"ref8","article-title":"Reduced, reused and recycled: The life of a dataset in machine learning research","author":"Koch","year":"2021"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2022.111359"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1093\/pan\/mpm007"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE53745.2022.00077"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/IWSC50091.2020.9047640"},{"key":"ref13","article-title":"Unily"},{"key":"ref14","article-title":"Anonymous GitHub","year":"2023"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ICPC.2011.26"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/2884781.2884877"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-008-9076-6"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ESEM.2017.9"},{"key":"ref19","article-title":"Collaborative machine learning without centralized training data","author":"Learning","year":"2017"},{"key":"ref20","article-title":"Think locally, act globally: Federated learning with local and global representations","author":"Liang"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2020.2975749"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3450288"},{"key":"ref23","article-title":"Federated deep reinforcement learning","author":"Zhuo","year":"2019"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3375627.3375840"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3338501.3357370"},{"issue":"1","key":"ref26","first-page":"22","article-title":"A novel approach to machine learning application to protection privacy data in healthcare: Federated learning","volume":"8","author":"S\u00fczen","year":"2020","journal-title":"Nami\u0307k Kemal Ti\u0307p Dergisi"},{"key":"ref27","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. 20th Int. Conf. Artif. Intell. Statist.","author":"McMahan","year":"2017"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1561\/2200000083"},{"key":"ref29","article-title":"Wikipedia","year":"2023"},{"key":"ref30","article-title":"Stack Exchange Inc","year":"2016"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2002.1019480"},{"key":"ref32","first-page":"87","article-title":"Deep learning code fragments for code clone detection","volume-title":"Proc. 31st IEEE\/ACM Int. Conf. Automated Softw. Eng. (ASE)","author":"White","year":"2016"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/423"},{"key":"ref34","doi-asserted-by":"crossref","first-page":"542","DOI":"10.1145\/3196398.3196431","article-title":"Deep learning similarities from different representations of source code","volume-title":"Proc. IEEE\/ACM 15th Int. Conf. Mining Softw. Repositories (MSR)","author":"Tufano","year":"2018"},{"key":"ref35","first-page":"10197","article-title":"Devign: Effective vulnerability identification by learning comprehensive program semantics via graph neural networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Zhou","year":"2019"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/3508479"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.findings-emnlp.139"},{"key":"ref38","article-title":"GraphCodeBERT: Pre-training code representations with data flow","author":"Guo","year":"2020"},{"key":"ref39","article-title":"Automated software vulnerability detection with machine learning","author":"Harer","year":"2018"},{"key":"ref40","article-title":"CodeXGLUE: A machine learning benchmark dataset for code understanding and generation","author":"Lu","year":"2021"},{"key":"ref41","article-title":"Software defect prediction using support vector machine","author":"Alhija","year":"2022"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CCAA.2016.7813733"},{"key":"ref43","article-title":"GitHub","year":"2020"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME.2014.77"},{"key":"ref45","article-title":"GitHub","year":"2022"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/3236024.3236068"},{"key":"ref47","article-title":"On the convergence of FEDAVG on non-IID data","author":"Li","year":"2019"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/IWESEP49350.2019.00014"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ASE51524.2021.9678720"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-022-10186-7"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2018.2831232"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.11144\/Javeriana.upsy10-2.cdcp"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.02.023"},{"key":"ref54","article-title":"Wikipedia","year":"2023"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CINE56307.2022.10037473"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/3533767.3534405"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/SANER48275.2020.9054857"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1145\/3022671.2984041"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1145\/3298981"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2018.01.007"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1007\/s41666-020-00082-4"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-23551-2_2"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-63076-8_17"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2021.3090430"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2021.3075439"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-022-10262-y"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/ICWS.2019.00016"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.scico.2009.02.007"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2013.01.008"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1145\/1094855.1094903"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2002.1019480"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1145\/2884781.2884877"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/ICPC.2008.41"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/WCRE.2001.957835"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1145\/1150402.1150522"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1145\/3236024.3236026"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/CSMR.2003.1192447"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/ase51524.2021.9678907"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1002\/bltj.2229"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2012.70"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-015-9400-x"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/SANER.2016.56"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2016.2543218"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/ICTCS.2017.39"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/QRS.2017.42"}],"container-title":["IEEE Transactions on Software Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/32\/10433390\/10379838.pdf?arnumber=10379838","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,3]],"date-time":"2024-03-03T06:16:03Z","timestamp":1709446563000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10379838\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,2]]},"references-count":85,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tse.2023.3347898","relation":{},"ISSN":["0098-5589","1939-3520","2326-3881"],"issn-type":[{"value":"0098-5589","type":"print"},{"value":"1939-3520","type":"electronic"},{"value":"2326-3881","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,2]]}}}