{"id":"https://openalex.org/W4415821318","doi":"https://doi.org/10.1109/jsac.2025.3623799","title":"Data-Free Cloud-Edge Distillation for Safe and Efficient Intelligent Communications","display_name":"Data-Free Cloud-Edge Distillation for Safe and Efficient Intelligent Communications","publication_year":2025,"publication_date":"2025-11-03","ids":{"openalex":"https://openalex.org/W4415821318","doi":"https://doi.org/10.1109/jsac.2025.3623799"},"language":null,"primary_location":{"id":"doi:10.1109/jsac.2025.3623799","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2025.3623799","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-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/A5101948881","display_name":"Xiufang Li","orcid":"https://orcid.org/0000-0002-6908-0892"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiufang Li","raw_affiliation_strings":["Department of Electronic Engineering, State Key Laboratory of Space Network and Communications, Tsinghua University, Beijing, China","Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6908-0892","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, State Key Laboratory of Space Network and Communications, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025137837","display_name":"Yiping Duan","orcid":"https://orcid.org/0000-0001-9638-7112"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiping Duan","raw_affiliation_strings":["Department of Electronic Engineering, State Key Laboratory of Space Network and Communications, Tsinghua University, Beijing, China","Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9638-7112","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, State Key Laboratory of Space Network and Communications, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101459082","display_name":"Xiaoming Tao","orcid":"https://orcid.org/0000-0002-8763-9338"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoming Tao","raw_affiliation_strings":["Department of Electronic Engineering, State Key Laboratory of Space Network and Communications, Tsinghua University, Beijing, China","Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8763-9338","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, State Key Laboratory of Space Network and Communications, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101633155","display_name":"Qigong Sun","orcid":"https://orcid.org/0000-0001-6842-6065"},"institutions":[{"id":"https://openalex.org/I161346416","display_name":"Jimei University","ror":"https://ror.org/03hknyb50","country_code":"CN","type":"education","lineage":["https://openalex.org/I161346416"]},{"id":"https://openalex.org/I4210128910","display_name":"Group Sense (China)","ror":"https://ror.org/036wd5777","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210128910"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qigong Sun","raw_affiliation_strings":["SenseTime Research, Shanghai, China","SenseTime Research &#x0026; Shanghai AI Lab, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-6842-6065","affiliations":[{"raw_affiliation_string":"SenseTime Research, Shanghai, China","institution_ids":["https://openalex.org/I4210128910"]},{"raw_affiliation_string":"SenseTime Research &#x0026; Shanghai AI Lab, Shanghai, China","institution_ids":["https://openalex.org/I161346416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024388875","display_name":"Qiyuan Du","orcid":"https://orcid.org/0000-0003-3966-080X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiyuan Du","raw_affiliation_strings":["Department of Electronic Engineering, State Key Laboratory of Space Network and Communications, Tsinghua University, Beijing, China","Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3966-080X","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, State Key Laboratory of Space Network and Communications, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010220478","display_name":"Qianqian Yang","orcid":"https://orcid.org/0000-0003-4747-9410"},"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":"Qianqian Yang","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-4747-9410","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030858163","display_name":"Tony Q. S. Quek","orcid":"https://orcid.org/0000-0002-4037-3149"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tony Quek","raw_affiliation_strings":["Singapore University of Technology and Design (SUTD), Tampines, Singapore","Singapore University of Technology and Design (SUTD), Singapore"],"raw_orcid":"https://orcid.org/0000-0002-4037-3149","affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design (SUTD), Tampines, Singapore","institution_ids":["https://openalex.org/I152815399"]},{"raw_affiliation_string":"Singapore University of Technology and Design (SUTD), Singapore","institution_ids":["https://openalex.org/I152815399"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16096703,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"43","issue":"12","first_page":"4123","last_page":"4136"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.3068000078201294,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.3068000078201294,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.2768999934196472,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.07670000195503235,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/cloud-computing","display_name":"Cloud computing","score":0.6129999756813049},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5716000199317932},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.5056999921798706},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4359000027179718},{"id":"https://openalex.org/keywords/data-transmission","display_name":"Data transmission","score":0.38510000705718994},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.34360000491142273},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.3287000060081482},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.3140000104904175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8730000257492065},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6129999756813049},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5716000199317932},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.5056999921798706},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4359000027179718},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.38510000705718994},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3635999858379364},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.34360000491142273},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3434999883174896},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.3287000060081482},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3140000104904175},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.31040000915527344},{"id":"https://openalex.org/C5038329","wikidata":"https://www.wikidata.org/wiki/Q1142907","display_name":"Core network","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30959999561309814},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.30869999527931213},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.30489999055862427},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.3043000102043152},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.29739999771118164},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.29510000348091125},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.2896000146865845},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2759999930858612},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.27480000257492065},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.27469998598098755},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.271699994802475}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsac.2025.3623799","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2025.3623799","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3266592944","display_name":null,"funder_award_id":"U22B2001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4069517361","display_name":null,"funder_award_id":"62171257","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5432065307","display_name":null,"funder_award_id":"NSFC 61925105","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5631758027","display_name":null,"funder_award_id":"62227801","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5956977036","display_name":null,"funder_award_id":"62322109","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W1991111872","https://openalex.org/W2155904486","https://openalex.org/W2194775991","https://openalex.org/W2553303224","https://openalex.org/W2739879705","https://openalex.org/W2946547492","https://openalex.org/W2951876100","https://openalex.org/W2963318081","https://openalex.org/W2963503540","https://openalex.org/W2964217848","https://openalex.org/W2982802130","https://openalex.org/W3034169498","https://openalex.org/W3034957837","https://openalex.org/W3034997257","https://openalex.org/W3035321581","https://openalex.org/W3162524694","https://openalex.org/W3168286621","https://openalex.org/W3180849877","https://openalex.org/W3212941463","https://openalex.org/W4220973222","https://openalex.org/W4224924684","https://openalex.org/W4283816018","https://openalex.org/W4285059684","https://openalex.org/W4312309807","https://openalex.org/W4315631108","https://openalex.org/W4360838285","https://openalex.org/W4368232621","https://openalex.org/W4386275666","https://openalex.org/W4386275825","https://openalex.org/W4386322011","https://openalex.org/W4396506525"],"related_works":[],"abstract_inverted_index":{"Efficiency":[0],"and":[1,20,76,206],"security":[2],"are":[3],"the":[4,8,17,25,29,34,63,80,111,142,147,152,156,173,179,183,187,196,200,207],"core":[5],"challenges":[6],"in":[7,110,182,219,224],"intelligent":[9],"communication":[10,21],"field.":[11],"Lightweight":[12],"neural":[13,39],"networks":[14,40,119],"have":[15],"accelerated":[16],"information":[18],"interpretation":[19],"efficiency,":[22],"thereby":[23,145],"fostering":[24],"rapid":[26],"development":[27],"of":[28,31,37,66,202],"Internet":[30],"Things.":[32],"Enhancing":[33],"recognition":[35,64],"capability":[36,150],"lightweight":[38,67,118,188],"remains":[41],"challenging.":[42],"Knowledge":[43,101],"distillation,":[44],"a":[45,51,55,98,107,127,160,221],"technique":[46],"that":[47,195],"transfers":[48],"knowledge":[49,85],"from":[50,151,214],"complex":[52,108],"model":[53],"to":[54,61,88,113,135,155,170,204,210,216],"smaller":[56],"one,":[57],"is":[58,168],"often":[59],"used":[60],"improve":[62],"performance":[65],"networks.":[68],"However,":[69],"practical":[70],"issues":[71],"such":[72],"as":[73,139],"transmission":[74],"constraints":[75],"user":[77],"privacy":[78],"make":[79],"original":[81],"data":[82,138],"required":[83],"for":[84,117,141,185],"distillation":[86,143],"difficult":[87],"access":[89],"directly.":[90],"To":[91],"tackle":[92],"this":[93,95],"issue,":[94],"paper":[96],"proposes":[97],"Data-Free":[99],"Cloud-Edge":[100],"Distillation":[102,165],"(DF-CEKD)":[103],"model,":[104],"which":[105],"uses":[106],"network":[109,154,181],"cloud":[112,153,184],"provide":[114,136],"training":[115,186],"guidance":[116,176],"deployed":[120],"on":[121],"mobile":[122],"devices.":[123],"Specifically,":[124],"DF-CEKD":[125,198],"employs":[126],"novel":[128],"Deep":[129],"Inversion":[130],"Diffusion":[131],"Generation":[132],"(DIDG)":[133],"module":[134,167],"proxy":[137],"input":[140],"process,":[144],"transferring":[146],"feature":[148,174],"learning":[149],"edge":[157],"network.":[158,190],"Meanwhile,":[159],"Multi-Layer":[161],"Feature":[162],"Joint":[163],"Supervision":[164],"(MLF-JSD)":[166],"designed":[169],"further":[171],"enhance":[172],"selection":[175],"provided":[177],"by":[178],"teacher":[180],"student":[189],"The":[191],"simulation":[192],"results":[193],"demonstrate":[194],"proposed":[197],"reduces":[199],"number":[201],"parameters":[203],"1/20":[205],"floating-point":[208],"operations":[209],"1/12":[211],"when":[212],"distilling":[213],"WRN40-2":[215],"WRN16-1,":[217],"resulting":[218],"only":[220],"0.27%":[222],"decrease":[223],"accuracy.":[225]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-11-03T00:00:00"}
