{"id":"https://openalex.org/W4387870494","doi":"https://doi.org/10.1109/iccworkshops57953.2023.10283697","title":"Secure Federated Learning with Model Compression","display_name":"Secure Federated Learning with Model Compression","publication_year":2023,"publication_date":"2023-05-28","ids":{"openalex":"https://openalex.org/W4387870494","doi":"https://doi.org/10.1109/iccworkshops57953.2023.10283697"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops57953.2023.10283697","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops57953.2023.10283697","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"},"type":"article","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/A5035856919","display_name":"Yahao Ding","orcid":"https://orcid.org/0009-0009-6451-0628"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Yahao Ding","raw_affiliation_strings":["King's College,London"],"affiliations":[{"raw_affiliation_string":"King's College,London","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077634135","display_name":"Mohammad Shikh\u2010Bahaei","orcid":"https://orcid.org/0000-0001-7450-7574"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohammad Shikh-Bahaei","raw_affiliation_strings":["King's College,London"],"affiliations":[{"raw_affiliation_string":"King's College,London","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076730859","display_name":"Chongwen Huang","orcid":"https://orcid.org/0000-0001-8398-8437"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chongwen Huang","raw_affiliation_strings":["Zhejiang University"],"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011236120","display_name":"Weijie Yuan","orcid":"https://orcid.org/0000-0002-2158-0046"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weijie Yuan","raw_affiliation_strings":["Southern University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5035856919"],"corresponding_institution_ids":["https://openalex.org/I183935753"],"apc_list":null,"apc_paid":null,"fwci":0.5245,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72053522,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"843","last_page":"848"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9840999841690063,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9794999957084656,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7602691650390625},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.516883134841919},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4837324917316437},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4705184996128082},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.41468286514282227},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.363608717918396},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.27634233236312866},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1283860206604004},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09593632817268372}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7602691650390625},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.516883134841919},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4837324917316437},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4705184996128082},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.41468286514282227},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.363608717918396},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27634233236312866},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1283860206604004},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09593632817268372}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccworkshops57953.2023.10283697","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops57953.2023.10283697","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2530417694","https://openalex.org/W2784621220","https://openalex.org/W2970408908","https://openalex.org/W3018397821","https://openalex.org/W3090615085","https://openalex.org/W3109847748","https://openalex.org/W3172312230","https://openalex.org/W3175192640","https://openalex.org/W3189913556","https://openalex.org/W4293329433","https://openalex.org/W4318242821","https://openalex.org/W6728057340","https://openalex.org/W6747855403","https://openalex.org/W6764838729","https://openalex.org/W6776213126","https://openalex.org/W6810210461","https://openalex.org/W6842597608"],"related_works":["https://openalex.org/W4231775656","https://openalex.org/W2046435967","https://openalex.org/W2383646825","https://openalex.org/W2371018915","https://openalex.org/W2354191502","https://openalex.org/W1972225038","https://openalex.org/W3134658850","https://openalex.org/W2355938171","https://openalex.org/W2780079842","https://openalex.org/W814988660"],"abstract_inverted_index":{"Although":[0],"federated":[1],"Learning":[2],"(FL)":[3],"has":[4],"become":[5],"very":[6],"popular":[7],"recently,":[8],"FL":[9,86,103,156,170,180],"is":[10,111,144],"vulnerable":[11],"to":[12,43,97,126,130,204,210],"gradient":[13,99,108],"leakage":[14,100],"attacks.":[15],"Recent":[16],"studies":[17],"have":[18],"shown":[19],"that":[20,219],"clients'":[21],"private":[22],"data":[23],"can":[24,223],"be":[25],"reconstructed":[26],"from":[27],"shared":[28],"models":[29],"or":[30,68,194],"gradients":[31,129],"by":[32,113,191],"attackers.":[33],"Many":[34],"existing":[35],"works":[36],"focus":[37],"on":[38,84,179],"adding":[39],"privacy":[40,46,51],"protection":[41],"mechanisms":[42],"prevent":[44,98],"user":[45],"leakage,":[47],"such":[48],"as":[49,146],"differential":[50],"(DP)":[52],"and":[53,65,74,117,140,171,199],"homomorphic":[54],"encryption.":[55],"However,":[56],"these":[57],"defenses":[58],"may":[59],"cause":[60],"an":[61,147],"increase":[62],"of":[63,72,80,153,169,175,227],"computation":[64],"communication":[66],"costs":[67],"degrade":[69],"the":[70,78,85,114,127,132,151,155,161,166,173,176,185,206,212,220,225],"performance":[71],"FL,":[73],"do":[75],"not":[76],"consider":[77],"impact":[79],"wireless":[81,105,137],"network":[82],"resources":[83],"training":[87],"process.":[88],"Herein,":[89],"we":[90,121,163,183],"propose":[91],"a":[92],"defense":[93],"method,":[94],"weight":[95,141,177,208],"compression,":[96],"attacks":[101],"for":[102],"over":[104],"networks.":[106],"The":[107],"compression":[109,142],"matrix":[110,143,178,209],"determined":[112],"user's":[115],"location":[116],"channel":[118],"conditions.":[119],"Moreover,":[120],"also":[122],"add":[123],"Gaussian":[124],"noise":[125],"compressed":[128],"strengthen":[131],"defense.":[133],"This":[134],"joint":[135],"learning,":[136],"resource":[138,187],"allocation":[139,190],"formulated":[145],"optimization":[148,197,213],"problem":[149],"with":[150],"objective":[152],"minimizing":[154],"loss":[157],"function.":[158,214],"To":[159],"find":[160],"solution,":[162],"first":[164],"analyze":[165],"convergence":[167,226],"rate":[168],"quantify":[172],"effect":[174],"convergence.":[181],"Then,":[182],"seek":[184],"optimal":[186,207],"block":[188],"(RB)":[189],"exhaustive":[192],"search":[193],"ant":[195],"colony":[196],"(ACO),":[198],"then":[200],"use":[201],"CVX":[202],"toolbox":[203],"obtain":[205],"minimize":[211],"Our":[215],"simulation":[216],"results":[217],"show":[218],"optimized":[221],"RB":[222],"accelerate":[224],"FL.":[228]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}