{"id":"https://openalex.org/W7123356063","doi":"https://doi.org/10.1109/lwc.2026.3651570","title":"Secure Federated Semantic Communication With Model Division Multiple Access Against Gradient Inversion Attacks","display_name":"Secure Federated Semantic Communication With Model Division Multiple Access Against Gradient Inversion Attacks","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7123356063","doi":"https://doi.org/10.1109/lwc.2026.3651570"},"language":null,"primary_location":{"id":"doi:10.1109/lwc.2026.3651570","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lwc.2026.3651570","pdf_url":null,"source":{"id":"https://openalex.org/S2500830676","display_name":"IEEE Wireless Communications Letters","issn_l":"2162-2337","issn":["2162-2337","2162-2345"],"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 Wireless Communications Letters","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/A5122907803","display_name":"Wei Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Zhao","raw_affiliation_strings":["Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China"],"raw_orcid":"https://orcid.org/0000-0003-2407-7312","affiliations":[{"raw_affiliation_string":"Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122894739","display_name":"Qitong Pang","orcid":null},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qitong Pang","raw_affiliation_strings":["Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122879528","display_name":"Yiqun Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210152501","display_name":"China Power Engineering Consulting Group (China)","ror":"https://ror.org/04t59qd02","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210152501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiqun Sun","raw_affiliation_strings":["Electric Power Planning and Research Institute, Sichuan Electric Power Design and Consulting Company Ltd., Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electric Power Planning and Research Institute, Sichuan Electric Power Design and Consulting Company Ltd., Chengdu, China","institution_ids":["https://openalex.org/I4210152501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100325826","display_name":"Fei Li","orcid":"https://orcid.org/0000-0002-4572-0322"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinye Li","raw_affiliation_strings":["Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122895088","display_name":"Baogang Li","orcid":null},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baogang Li","raw_affiliation_strings":["Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China"],"raw_orcid":"https://orcid.org/0000-0001-5165-4037","affiliations":[{"raw_affiliation_string":"Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017173699","display_name":"Zhijuan Zhang","orcid":"https://orcid.org/0000-0001-5560-9030"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijuan Zhang","raw_affiliation_strings":["Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China"],"raw_orcid":"https://orcid.org/0000-0001-5560-9030","affiliations":[{"raw_affiliation_string":"Department of Electronic and Communication Engineering, North China Electric Power University, Baoding, China","institution_ids":["https://openalex.org/I153473198"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5122907803"],"corresponding_institution_ids":["https://openalex.org/I153473198"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07795011,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":null,"first_page":"1310","last_page":"1314"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.36250001192092896,"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":0.36250001192092896,"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":0.219200000166893,"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":0.21220000088214874,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/semantic-matching","display_name":"Semantic matching","score":0.5730999708175659},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5374000072479248},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.5253999829292297},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4228000044822693},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4138999879360199},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.40299999713897705},{"id":"https://openalex.org/keywords/division","display_name":"Division (mathematics)","score":0.39410001039505005},{"id":"https://openalex.org/keywords/inversion","display_name":"Inversion (geology)","score":0.392300009727478},{"id":"https://openalex.org/keywords/semantic-security","display_name":"Semantic security","score":0.3903000056743622}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8817999958992004},{"id":"https://openalex.org/C2778493491","wikidata":"https://www.wikidata.org/wiki/Q7449072","display_name":"Semantic matching","level":3,"score":0.5730999708175659},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5374000072479248},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.5253999829292297},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4323999881744385},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4228000044822693},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4138999879360199},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.40299999713897705},{"id":"https://openalex.org/C60798267","wikidata":"https://www.wikidata.org/wiki/Q1226939","display_name":"Division (mathematics)","level":2,"score":0.39410001039505005},{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.392300009727478},{"id":"https://openalex.org/C204806902","wikidata":"https://www.wikidata.org/wiki/Q2333581","display_name":"Semantic security","level":5,"score":0.3903000056743622},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36419999599456787},{"id":"https://openalex.org/C103692084","wikidata":"https://www.wikidata.org/wiki/Q1765824","display_name":"Semantic grid","level":3,"score":0.34450000524520874},{"id":"https://openalex.org/C511149849","wikidata":"https://www.wikidata.org/wiki/Q7449051","display_name":"Semantic computing","level":3,"score":0.3409999907016754},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.3402000069618225},{"id":"https://openalex.org/C90312973","wikidata":"https://www.wikidata.org/wiki/Q7449052","display_name":"Semantic data model","level":2,"score":0.33169999718666077},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.32850000262260437},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.3199999928474426},{"id":"https://openalex.org/C2778180026","wikidata":"https://www.wikidata.org/wiki/Q18378163","display_name":"Semantic heterogeneity","level":4,"score":0.30959999561309814},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.29319998621940613},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C37926939","wikidata":"https://www.wikidata.org/wiki/Q7449061","display_name":"Semantic equivalence","level":4,"score":0.26840001344680786},{"id":"https://openalex.org/C167379230","wikidata":"https://www.wikidata.org/wiki/Q1026884","display_name":"Semantic Web Stack","level":3,"score":0.26350000500679016},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.2621000111103058},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C190793597","wikidata":"https://www.wikidata.org/wiki/Q189768","display_name":"Application layer","level":3,"score":0.2556999921798706}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lwc.2026.3651570","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lwc.2026.3651570","pdf_url":null,"source":{"id":"https://openalex.org/S2500830676","display_name":"IEEE Wireless Communications Letters","issn_l":"2162-2337","issn":["2162-2337","2162-2345"],"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 Wireless Communications Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1320916282","display_name":null,"funder_award_id":"62471181","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1381339005","display_name":null,"funder_award_id":"F2022502020","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G289030114","display_name":null,"funder_award_id":"61971190","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7341429153","display_name":null,"funder_award_id":"Grants No.61971190","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8135783314","display_name":null,"funder_award_id":"Grants No. 62471181","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2112796928","https://openalex.org/W2970408908","https://openalex.org/W3198262235","https://openalex.org/W4210624746","https://openalex.org/W4312766166","https://openalex.org/W4366957234","https://openalex.org/W4379157732","https://openalex.org/W4384158379","https://openalex.org/W4386025732","https://openalex.org/W4386025812","https://openalex.org/W4391827373","https://openalex.org/W4399801129","https://openalex.org/W4402475090"],"related_works":[],"abstract_inverted_index":{"This":[0],"letter":[1],"proposes":[2],"a":[3,67],"federated":[4],"semantic":[5,69,80,84,92,98,104],"communication":[6,135],"(FedSC)":[7],"framework":[8],"based":[9],"on":[10,42,60],"split":[11],"learning":[12],"(SL)":[13],"and":[14,54,78,128],"model":[15,24,27],"division":[16],"multiple":[17],"access":[18],"(MDMA),":[19],"named":[20],"FedSC-SL-M.":[21],"To":[22],"preserve":[23],"privacy,":[25],"the":[26,31,38,43,46,51,55,61,65,88],"is":[28,72],"partitioned":[29],"across":[30,122],"participating":[32],"entities":[33],"into":[34],"three":[35],"layers,":[36],"namely":[37],"tunable":[39],"layer":[40,48,58],"(P1)":[41],"user":[44],"side,":[45],"middle":[47],"(P2)":[49],"at":[50],"base":[52],"station,":[53],"task":[56],"execution":[57],"(P3)":[59],"receiver":[62],"side.":[63],"At":[64],"P1,":[66],"MDMA-based":[68],"transmission":[70,99],"scheme":[71],"designed":[73],"to":[74],"exploit":[75],"both":[76],"shared":[77,91],"personalized":[79],"information":[81],"through":[82],"multi-user":[83],"communication,":[85],"thereby":[86],"enabling":[87],"reuse":[89],"of":[90,103],"features.":[93],"The":[94],"system":[95],"achieves":[96],"maximal":[97],"rate":[100],"under":[101],"constraints":[102],"accuracy,":[105],"transmit":[106],"power,":[107],"bandwidth,":[108],"etc.":[109],"Experimental":[110],"results":[111],"demonstrate":[112],"that":[113],"FedSC-SL-M":[114],"outperforms":[115],"baseline":[116],"approaches":[117],"in":[118],"image":[119],"classification":[120],"tasks":[121],"varying":[123],"signal-to-noise":[124],"ratio":[125],"(SNR)":[126],"conditions":[127],"two":[129],"datasets,":[130],"not":[131],"only":[132],"significantly":[133],"reducing":[134],"rounds":[136],"but":[137],"also":[138],"effectively":[139],"resisting":[140],"gradient":[141],"inversion":[142],"attacks":[143],"(GIAs).":[144]},"counts_by_year":[],"updated_date":"2026-01-15T23:16:33.117629","created_date":"2026-01-14T00:00:00"}
