{"id":"https://openalex.org/W3093791164","doi":"https://doi.org/10.1109/jiot.2020.3033171","title":"Secure Collaborative Deep Learning Against GAN Attacks in the Internet of Things","display_name":"Secure Collaborative Deep Learning Against GAN Attacks in the Internet of Things","publication_year":2020,"publication_date":"2020-10-22","ids":{"openalex":"https://openalex.org/W3093791164","doi":"https://doi.org/10.1109/jiot.2020.3033171","mag":"3093791164"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2020.3033171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.3033171","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ink.library.smu.edu.sg/sis_research/6681","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000833104","display_name":"Zhenzhu Chen","orcid":"https://orcid.org/0000-0001-6094-5995"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]},{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["CN","SG"],"is_corresponding":true,"raw_author_name":"Zhenzhu Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","School of Information Systems, Singapore Management University, Singapore","School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China; School of Information Systems, Singapore Management University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China; School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267","https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048592388","display_name":"Anmin Fu","orcid":"https://orcid.org/0000-0002-1632-5737"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anmin Fu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","[School of Computer Sci. & Eng., Nanjing University of Sci. & Tech., Nanjing, China]"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"[School of Computer Sci. & Eng., Nanjing University of Sci. & Tech., Nanjing, China]","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100629240","display_name":"Yinghui Zhang","orcid":"https://orcid.org/0000-0002-5764-3272"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinghui Zhang","raw_affiliation_strings":["School of Cyberspace Security, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China"],"affiliations":[{"raw_affiliation_string":"School of Cyberspace Security, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210136859"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100462347","display_name":"Zhe Liu","orcid":"https://orcid.org/0000-0001-8578-2635"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Liu","raw_affiliation_strings":["College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","[College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China]"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"[College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China]","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110717829","display_name":"Fanjian Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanjian Zeng","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","[School of Computer Sci. & Eng., Nanjing University of Sci. & Tech., Nanjing, China]"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]},{"raw_affiliation_string":"[School of Computer Sci. & Eng., Nanjing University of Sci. & Tech., Nanjing, China]","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001712801","display_name":"Robert H. Deng","orcid":"https://orcid.org/0000-0003-3491-8146"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Robert H. Deng","raw_affiliation_strings":["School of Information Systems, Singapore Management University, Singapore","School of Information Systems, Singapore Management University, Singapore.#TAB#"],"affiliations":[{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore.#TAB#","institution_ids":["https://openalex.org/I79891267"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5000833104"],"corresponding_institution_ids":["https://openalex.org/I36399199","https://openalex.org/I79891267"],"apc_list":null,"apc_paid":null,"fwci":2.5826,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.91807056,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"8","issue":"7","first_page":"5839","last_page":"5849"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.852055549621582},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5983068943023682},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5249221920967102},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.49849486351013184},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4664454162120819},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.4413708448410034},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.4305284321308136},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4149616062641144},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3868982791900635},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3747793138027191},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.326301634311676},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.27553561329841614},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20707237720489502}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.852055549621582},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5983068943023682},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5249221920967102},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.49849486351013184},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4664454162120819},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4413708448410034},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.4305284321308136},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4149616062641144},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3868982791900635},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3747793138027191},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.326301634311676},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.27553561329841614},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20707237720489502},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jiot.2020.3033171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.3033171","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-7684","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/6681","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1109/JIOT.2020.3033171","raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-7684","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/6681","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1109/JIOT.2020.3033171","raw_type":"Journal Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G264155573","display_name":null,"funder_award_id":"30920021129","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4083922625","display_name":null,"funder_award_id":"62072369","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4608211848","display_name":null,"funder_award_id":"61772418","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4731325319","display_name":null,"funder_award_id":"62072371","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5663473917","display_name":null,"funder_award_id":"62072239","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W2031738616","https://openalex.org/W2053637704","https://openalex.org/W2099471712","https://openalex.org/W2110287632","https://openalex.org/W2112796928","https://openalex.org/W2473418344","https://openalex.org/W2535690855","https://openalex.org/W2541884796","https://openalex.org/W2585580772","https://openalex.org/W2589526368","https://openalex.org/W2591882872","https://openalex.org/W2597998853","https://openalex.org/W2604462068","https://openalex.org/W2752689052","https://openalex.org/W2767079719","https://openalex.org/W2777914285","https://openalex.org/W2781091734","https://openalex.org/W2789911054","https://openalex.org/W2790664081","https://openalex.org/W2794222060","https://openalex.org/W2803199352","https://openalex.org/W2811323882","https://openalex.org/W2885674165","https://openalex.org/W2895865029","https://openalex.org/W2903470619","https://openalex.org/W2905097561","https://openalex.org/W2911915417","https://openalex.org/W2913608349","https://openalex.org/W2943832635","https://openalex.org/W2963106566","https://openalex.org/W2963456518","https://openalex.org/W2963540401","https://openalex.org/W2964151798","https://openalex.org/W2964279249","https://openalex.org/W2970598121","https://openalex.org/W2975828523","https://openalex.org/W2981023147","https://openalex.org/W3016560828","https://openalex.org/W3045670331","https://openalex.org/W3047335002","https://openalex.org/W3118608800","https://openalex.org/W3123057515","https://openalex.org/W4285719527","https://openalex.org/W4289147263","https://openalex.org/W4298221930","https://openalex.org/W4318619660","https://openalex.org/W4320013936","https://openalex.org/W6663928093","https://openalex.org/W6676246221","https://openalex.org/W6728757088","https://openalex.org/W6732586565","https://openalex.org/W6743821447","https://openalex.org/W6746720608","https://openalex.org/W6748786018","https://openalex.org/W6753342801","https://openalex.org/W6781196136","https://openalex.org/W6781962637","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Deep":[0],"learning":[1,44,81,150],"makes":[2],"the":[3,14,17,64,89,92,97,104,110,113,129,143,158],"Internet-of-Things":[4],"(IoT)":[5],"devices":[6,26],"more":[7],"attractive,":[8],"and":[9,22,67,95,189],"in":[10,39,63,139,167],"turn,":[11],"IoT":[12,25],"facilitates":[13],"resolution":[15],"of":[16,101,142,172],"contradiction":[18],"between":[19],"data":[20,38,178],"collection":[21],"privacy":[23],"concerns.":[24],"with":[27],"small-scale":[28],"computing":[29],"power":[30],"can":[31,56,184],"contribute":[32],"to":[33,47,58,118],"model":[34,65,82,93,99],"training":[35,66,100],"without":[36],"sharing":[37],"collaborative":[40,43,79,168],"learning.":[41,169],"However,":[42],"is":[45,157],"susceptible":[46],"generative":[48],"adversarial":[49],"network":[50],"(GAN)":[51],"attack,":[52],"where":[53],"an":[54],"adversary":[55],"pretend":[57],"be":[59],"a":[60,77],"participant":[61],"engaging":[62],"learn":[68],"other":[69],"participants'":[70],"data.":[71,121],"In":[72,122],"this":[73,156],"article,":[74],"we":[75,124],"propose":[76],"secure":[78],"deep":[80,149],"which":[83],"resists":[84],"GAN":[85,165],"attacks.":[86],"We":[87],"isolate":[88],"participants":[90,102,111],"from":[91],"parameters,":[94],"realize":[96],"local":[98],"via":[103],"interaction":[105],"mode,":[106],"ensuring":[107],"that":[108,181],"neither":[109],"nor":[112],"server":[114],"would":[115],"have":[116],"access":[117],"each":[119],"other's":[120],"particular,":[123],"target":[125],"convolutional":[126],"neural":[127],"networks,":[128],"most":[130],"popular":[131],"network,":[132,144],"design":[133],"specific":[134,162],"algorithms":[135],"for":[136,148],"various":[137],"functionalities":[138],"different":[140],"layers":[141],"making":[145],"it":[146],"suitable":[147],"environments.":[151],"To":[152],"our":[153,173,182],"best":[154],"knowledge,":[155],"first":[159],"work":[160],"designing":[161],"protocol":[163,183],"against":[164],"attacks":[166],"The":[170],"results":[171],"experiments":[174],"on":[175],"two":[176],"real":[177],"sets":[179],"show":[180],"achieve":[185],"good":[186],"accuracy,":[187],"efficiency,":[188],"image":[190],"processing":[191],"adaptability.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
