{"id":"https://openalex.org/W4408399453","doi":"https://doi.org/10.1109/mnet.2025.3550959","title":"Over-the-Air Wireless Federated Learning Model for Generative AI","display_name":"Over-the-Air Wireless Federated Learning Model for Generative AI","publication_year":2025,"publication_date":"2025-03-13","ids":{"openalex":"https://openalex.org/W4408399453","doi":"https://doi.org/10.1109/mnet.2025.3550959"},"language":"en","primary_location":{"id":"doi:10.1109/mnet.2025.3550959","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2025.3550959","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"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 Network","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/A5100645737","display_name":"Jie Zheng","orcid":"https://orcid.org/0000-0002-4035-8520"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Zheng","raw_affiliation_strings":["State-Province Joint Engineering and Research Center of Advanced Networking and Intelligent Information Services, School of Information Science and Technology, Northwest University, Xi’an, Shaanxi, China","School of Information Science and Technology, State-Province Joint Engineering and Research Center of Advanced Networking and Intelligent Information Services, Northwest University, Xian, Shaanxi, China"],"raw_orcid":"https://orcid.org/0000-0002-4035-8520","affiliations":[{"raw_affiliation_string":"State-Province Joint Engineering and Research Center of Advanced Networking and Intelligent Information Services, School of Information Science and Technology, Northwest University, Xi’an, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]},{"raw_affiliation_string":"School of Information Science and Technology, State-Province Joint Engineering and Research Center of Advanced Networking and Intelligent Information Services, Northwest University, Xian, Shaanxi, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091266202","display_name":"Dusit Niyato","orcid":"https://orcid.org/0000-0002-7442-7416"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dusit Niyato","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Nanyang Ave, Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-7442-7416","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Nanyang Ave, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100458455","display_name":"Haijun Zhang","orcid":"https://orcid.org/0000-0002-0236-6482"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haijun Zhang","raw_affiliation_strings":["Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0236-6482","affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068782412","display_name":"Hongyang Du","orcid":"https://orcid.org/0000-0002-8220-6525"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hongyang Du","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, The University of Hong Kong, Pok Fu Lam, Hong Kong","department of electrical and electronic engineering, University of Hong Kong, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-8220-6525","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, The University of Hong Kong, Pok Fu Lam, Hong Kong","institution_ids":["https://openalex.org/I889458895"]},{"raw_affiliation_string":"department of electrical and electronic engineering, University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100727959","display_name":"Jiacheng Wang","orcid":"https://orcid.org/0000-0003-1252-8761"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jiacheng Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Nanyang Ave, Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-1252-8761","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Nanyang Ave, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062761975","display_name":"Jiawen Kang","orcid":"https://orcid.org/0000-0002-8218-3490"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawen Kang","raw_affiliation_strings":["Automation of School, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-8218-3490","affiliations":[{"raw_affiliation_string":"Automation of School, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005327587","display_name":"Zehui Xiong","orcid":"https://orcid.org/0000-0002-4440-941X"},"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":"Zehui Xiong","raw_affiliation_strings":["Pillar of Information Systems Technology and Design, Singapore University of Technology and Design, Somapah Rd, Singapore","Pillar of Information Systems Technology and Design, Singapore University of Technology and Design, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-4440-941X","affiliations":[{"raw_affiliation_string":"Pillar of Information Systems Technology and Design, Singapore University of Technology and Design, Somapah Rd, Singapore","institution_ids":["https://openalex.org/I152815399"]},{"raw_affiliation_string":"Pillar of Information Systems Technology and Design, Singapore University of Technology and Design, Singapore","institution_ids":["https://openalex.org/I152815399"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.8254,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.96769931,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"40","issue":"1","first_page":"238","last_page":"246"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9955000281333923,"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":0.9955000281333923,"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/T13748","display_name":"Advanced Statistical Modeling Techniques","score":0.9204999804496765,"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/computer-science","display_name":"Computer science","score":0.8054080605506897},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5172029733657837},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5155386924743652},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.49061837792396545},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4555136561393738},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4269367754459381},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.33982527256011963}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8054080605506897},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5172029733657837},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5155386924743652},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.49061837792396545},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4555136561393738},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4269367754459381},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.33982527256011963}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mnet.2025.3550959","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2025.3550959","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"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 Network","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3963443839","display_name":null,"funder_award_id":"62072362, 62406247","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":11,"referenced_works":["https://openalex.org/W4313150549","https://openalex.org/W4381199096","https://openalex.org/W4390828296","https://openalex.org/W4391547794","https://openalex.org/W4391806964","https://openalex.org/W4392309314","https://openalex.org/W4398788563","https://openalex.org/W4399665993","https://openalex.org/W4401879344","https://openalex.org/W4401907042","https://openalex.org/W4409364585"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4391584540","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4395044357","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W2087346071","https://openalex.org/W2967848559"],"abstract_inverted_index":{"Generative":[0],"artificial":[1],"intelligence":[2],"(GenAI)":[3],"technologies":[4],"represent":[5],"an":[6],"important":[7],"advancement":[8],"in":[9,18,89,128],"the":[10,30,52,68,77,145],"field":[11],"of":[12,54,102,107,147],"AI,":[13],"particularly":[14],"for":[15,43,56,144,149],"their":[16,74,82],"capabilities":[17],"text":[19],"and":[20,46,62,70,76,105,110,131],"image":[21,129],"generation.":[22],"Over-the-air":[23],"wireless":[24,31],"federated":[25],"learning":[26],"(OA-WFL)":[27],"can":[28],"utilize":[29],"waveform":[32],"superposition":[33],"property":[34],"to":[35,118,121],"achieve":[36],"efficient":[37,99],"model":[38],"aggregation,":[39],"thereby":[40],"providing":[41],"support":[42,53],"GenAI":[44,71,91,103],"training":[45,101],"deployment.":[47],"Therefore,":[48],"this":[49],"article":[50],"investigates":[51],"OA-WFL":[55,69,120,148],"GenAI,":[57],"focusing":[58],"on":[59],"potential":[60,78],"applications":[61],"specific":[63],"examples.":[64],"We":[65,84],"first":[66],"discuss":[67,140],"models,":[72,104,123],"emphasizing":[73],"functionalities":[75],"benefits":[79],"arising":[80],"from":[81],"interaction.":[83],"then":[85],"explore":[86],"its":[87,133],"application":[88,146],"various":[90],"scenarios,":[92],"including":[93],"large-scale":[94],"edge":[95],"device":[96,111],"content":[97],"generation,":[98,130],"distributed":[100],"reduction":[106],"bandwidth":[108],"requirements":[109],"load.":[112],"Next,":[113],"a":[114],"framework":[115],"is":[116],"proposed":[117],"apply":[119],"diffusion":[122],"such":[124],"as":[125],"those":[126],"used":[127],"validate":[132],"effectiveness":[134],"through":[135],"simulation":[136],"results.":[137],"Finally,":[138],"we":[139],"prospective":[141],"research":[142],"directions":[143],"GenAI.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}