{"id":"https://openalex.org/W3122327415","doi":"https://doi.org/10.1109/globecom42002.2020.9322591","title":"Model Partition Defense against GAN Attacks on Collaborative Learning via Mobile Edge Computing","display_name":"Model Partition Defense against GAN Attacks on Collaborative Learning via Mobile Edge Computing","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3122327415","doi":"https://doi.org/10.1109/globecom42002.2020.9322591","mag":"3122327415"},"language":"en","primary_location":{"id":"doi:10.1109/globecom42002.2020.9322591","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom42002.2020.9322591","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2020 - 2020 IEEE Global Communications Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039893151","display_name":"Cheng-Wei Ching","orcid":"https://orcid.org/0000-0001-6621-4907"},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Wei Ching","raw_affiliation_strings":["National Chung Cheng University, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017840188","display_name":"Tzu-Cheng Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tzu-Cheng Lin","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Chung Cheng University, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045477150","display_name":"Kung-Hao Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kung-Hao Chang","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Chung Cheng University, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033852849","display_name":"Chih-Chiung Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Chiung Yao","raw_affiliation_strings":["National Chung Cheng University, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047093422","display_name":"Jian-Jhih Kuo","orcid":"https://orcid.org/0000-0002-1051-5089"},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jian-Jhih Kuo","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Chung Cheng University, Chiayi, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I148099254"],"apc_list":null,"apc_paid":null,"fwci":1.15,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.83052541,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","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/T10764","display_name":"Privacy-Preserving Technologies in Data","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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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":0.963100016117096,"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/adversarial-system","display_name":"Adversarial system","score":0.7576534748077393},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7394007444381714},{"id":"https://openalex.org/keywords/adversary","display_name":"Adversary","score":0.6611908674240112},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.5455500483512878},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5015580654144287},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4892716109752655},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.48177143931388855},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.47319576144218445},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45811715722084045},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4428473114967346},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.43034979701042175},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4272436201572418},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.41695359349250793},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38064002990722656},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.30563095211982727},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.18034660816192627},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13842767477035522},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.10059762001037598},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09363391995429993}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7576534748077393},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7394007444381714},{"id":"https://openalex.org/C41065033","wikidata":"https://www.wikidata.org/wiki/Q2825412","display_name":"Adversary","level":2,"score":0.6611908674240112},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.5455500483512878},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5015580654144287},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4892716109752655},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.48177143931388855},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.47319576144218445},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45811715722084045},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4428473114967346},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.43034979701042175},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4272436201572418},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.41695359349250793},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38064002990722656},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.30563095211982727},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.18034660816192627},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13842767477035522},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.10059762001037598},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09363391995429993},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom42002.2020.9322591","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom42002.2020.9322591","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2020 - 2020 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2051267297","https://openalex.org/W2057463094","https://openalex.org/W2103560185","https://openalex.org/W2194775991","https://openalex.org/W2512472178","https://openalex.org/W2535690855","https://openalex.org/W2541884796","https://openalex.org/W2591882872","https://openalex.org/W2911342633","https://openalex.org/W2911978475","https://openalex.org/W2941572917","https://openalex.org/W2963163009","https://openalex.org/W2971544778","https://openalex.org/W2975819162","https://openalex.org/W3006140144","https://openalex.org/W3010422771","https://openalex.org/W3045977718","https://openalex.org/W3048715803","https://openalex.org/W4288102801","https://openalex.org/W4318619660","https://openalex.org/W6728757088","https://openalex.org/W6758947373","https://openalex.org/W6761941244","https://openalex.org/W6770634426","https://openalex.org/W6775107701","https://openalex.org/W6781534252"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313526662","https://openalex.org/W3111395152","https://openalex.org/W4312996489","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435","https://openalex.org/W4313463379","https://openalex.org/W3214037210"],"abstract_inverted_index":{"With":[0],"growing":[1],"concerns":[2],"about":[3],"privacy":[4,27],"issues":[5],"of":[6,21,28,43],"machine":[7],"learning,":[8],"collaborative":[9],"learning":[10],"(CL)":[11],"is":[12],"developed":[13],"to":[14,77,88],"offer":[15],"on-device":[16],"training.":[17],"However,":[18],"adversarial":[19,52],"behaviors":[20],"model":[22,66],"inversion":[23],"(MI)":[24],"are":[25],"undermining":[26],"training":[29,47,50,90,124],"data.":[30],"Specifically,":[31],"adversaries":[32],"act":[33],"as":[34],"ordinary":[35],"participants":[36],"in":[37,46],"CL":[38],"and":[39,73,81,111,121],"reproduce":[40],"private":[41],"data":[42,48],"a":[44,64,83],"class":[45],"by":[49,126],"generative":[51],"networks":[53],"(GAN)":[54],"on":[55],"the":[56,94,107],"fly,":[57],"unknowingly.":[58],"To":[59,92],"this":[60],"end,":[61],"we":[62,100],"design":[63],"novel":[65],"partition":[67],"defense,":[68],"PAMPAS,":[69,99],"over":[70],"user":[71],"devices":[72],"trustworthy":[74],"edge":[75],"server":[76],"resist":[78],"GAN":[79,119],"attack,":[80],"formulate":[82],"new":[84],"optimization":[85],"problem,":[86],"TENSOR,":[87],"optimize":[89],"time.":[91],"address":[93],"challenges":[95],"that":[96,105,115],"come":[97],"with":[98,129],"propose":[101],"an":[102],"algorithm":[103],"TESLA":[104,122],"yields":[106],"optimal":[108],"solution.":[109],"Experiment":[110],"simulation":[112],"results":[113],"manifest":[114],"PAMPAS":[116],"effectively":[117],"defend":[118],"attack":[120],"reduces":[123],"time":[125],"50%":[127],"compared":[128],"other":[130],"solutions.":[131]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}