{"id":"https://openalex.org/W4410228862","doi":"https://doi.org/10.1109/wcnc61545.2025.10978650","title":"Personalized Multi-Modal Federated Learning Over Heterogeneous Edge Devices","display_name":"Personalized Multi-Modal Federated Learning Over Heterogeneous Edge Devices","publication_year":2025,"publication_date":"2025-03-24","ids":{"openalex":"https://openalex.org/W4410228862","doi":"https://doi.org/10.1109/wcnc61545.2025.10978650"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc61545.2025.10978650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc61545.2025.10978650","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Wireless Communications and Networking Conference (WCNC)","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/A5104232073","display_name":"Yuxuan Hu","orcid":"https://orcid.org/0009-0004-3558-4584"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxuan Hu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100443469","display_name":"Yixuan Li","orcid":"https://orcid.org/0000-0002-0685-2875"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixuan Li","raw_affiliation_strings":["College of Electronic Information Engineering, Taiyuan University of Technology,Taiyuan,China,030024"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic Information Engineering, Taiyuan University of Technology,Taiyuan,China,030024","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101924882","display_name":"Xueting Han","orcid":"https://orcid.org/0000-0001-5703-8235"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueting Han","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101261774","display_name":"Liang Xin","orcid":null},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Xin","raw_affiliation_strings":["China Unicom Smart Connection Technology Limited,Beijing,China,100032"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Unicom Smart Connection Technology Limited,Beijing,China,100032","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091040593","display_name":"Xiaoqi Qin","orcid":"https://orcid.org/0000-0002-5788-0657"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqi Qin","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100314193","display_name":"Nan Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Ma","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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":0.9940999746322632,"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":0.9940999746322632,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9574999809265137,"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"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9498000144958496,"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":0.7884887456893921},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.6623227000236511},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5330649018287659},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4581202268600464},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.42541640996932983},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4170458912849426},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33347994089126587},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3233959674835205},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.17396429181098938},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.06738823652267456}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7884887456893921},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.6623227000236511},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5330649018287659},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4581202268600464},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.42541640996932983},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4170458912849426},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33347994089126587},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3233959674835205},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.17396429181098938},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.06738823652267456},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc61545.2025.10978650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc61545.2025.10978650","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Wireless Communications and Networking Conference (WCNC)","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":12,"referenced_works":["https://openalex.org/W2963783229","https://openalex.org/W4206936477","https://openalex.org/W4229058310","https://openalex.org/W4283220690","https://openalex.org/W4283367167","https://openalex.org/W4289841367","https://openalex.org/W4290945297","https://openalex.org/W4380926296","https://openalex.org/W4383097459","https://openalex.org/W4393150138","https://openalex.org/W4402774757","https://openalex.org/W6728757088"],"related_works":["https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313339048","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Multi-modal":[0],"learning":[1,31],"improves":[2],"model":[3,39,43,93,146],"robustness":[4],"and":[5,27,74,102,121,140],"accuracy":[6],"by":[7],"integrating":[8],"complementary":[9],"information":[10],"from":[11],"multiple":[12],"modalities,":[13],"addressing":[14],"the":[15,60,141,149],"limitations":[16],"of":[17,46,63,66,151,154],"uni-modal":[18],"approaches":[19],"in":[20,145],"handling":[21],"complex":[22],"tasks.":[23],"To":[24],"address":[25,98],"privacy":[26],"communication":[28],"constraints,":[29],"federated":[30],"(FL)":[32],"has":[33],"been":[34],"adopted":[35],"for":[36],"distributed":[37],"multi-modal":[38,52,87,119],"training,":[40],"where":[41],"only":[42],"parameters":[44],"instead":[45],"raw":[47],"data":[48],"are":[49],"uploaded.":[50],"Traditional":[51],"FL":[53,88],"methods":[54],"face":[55],"performance":[56],"degradation":[57],"due":[58],"to":[59,96,107,117,126],"intricate":[61],"interplay":[62],"three":[64,152],"types":[65,153],"modality":[67,69,71,75,99,129,155],"heterogeneity:":[68],"quantity,":[70],"feature":[72],"emphasis,":[73],"statistical":[76],"distribution.":[77],"In":[78],"this":[79],"paper,":[80],"we":[81],"propose":[82],"HeteroPMMFL,":[83],"a":[84,92],"novel":[85],"personalized":[86,104],"framework.":[89],"HeteroPMMFL":[90,135],"proposes":[91],"decoupling":[94],"approach":[95],"effectively":[97],"combination":[100],"differences":[101],"designs":[103],"collaboration":[105],"graphs":[106],"strengthen":[108],"cooperation":[109],"among":[110],"similar":[111],"clients.":[112],"This":[113],"framework":[114,144],"is":[115],"applicable":[116],"any":[118],"dataset":[120],"can":[122],"be":[123],"easily":[124],"extended":[125],"accommodate":[127],"various":[128],"combinations.":[130],"Experimental":[131],"results":[132],"show":[133],"that":[134],"outperforms":[136],"both":[137],"traditional":[138],"FedAvg":[139],"state-of-the-art":[142],"Harmony":[143],"accuracy,":[147],"under":[148],"presence":[150],"heterogeneity.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
