{"id":"https://openalex.org/W4392930764","doi":"https://doi.org/10.1109/icassp48485.2024.10447662","title":"Communication-Efficient Personalized Federated Learning for Speech-to-Text Tasks","display_name":"Communication-Efficient Personalized Federated Learning for Speech-to-Text Tasks","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392930764","doi":"https://doi.org/10.1109/icassp48485.2024.10447662"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10447662","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10447662","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5058580034","display_name":"Yichao Du","orcid":"https://orcid.org/0009-0003-6646-7447"},"institutions":[{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]},{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yichao Du","raw_affiliation_strings":["University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","institution_ids":["https://openalex.org/I4210097554"]},{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China","institution_ids":["https://openalex.org/I4210097554","https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028604823","display_name":"Zhirui Zhang","orcid":"https://orcid.org/0000-0003-1385-3742"},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhirui Zhang","raw_affiliation_strings":["Tencent AI Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tencent AI Lab","institution_ids":["https://openalex.org/I2250653659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039145454","display_name":"Linan Yue","orcid":"https://orcid.org/0000-0002-5980-6098"},"institutions":[{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]},{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linan Yue","raw_affiliation_strings":["University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","institution_ids":["https://openalex.org/I4210097554"]},{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China","institution_ids":["https://openalex.org/I4210097554","https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100385226","display_name":"Xu Huang","orcid":"https://orcid.org/0000-0003-2754-334X"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Huang","raw_affiliation_strings":["Nanjing University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100401884","display_name":"Yuqing Zhang","orcid":"https://orcid.org/0000-0001-8306-7195"},"institutions":[{"id":"https://openalex.org/I4210156464","display_name":"Anhui Xinhua University","ror":"https://ror.org/053d7x641","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156464"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqing Zhang","raw_affiliation_strings":["Anhui Xinhua University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Xinhua University","institution_ids":["https://openalex.org/I4210156464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025292786","display_name":"Tong Xu","orcid":"https://orcid.org/0000-0003-4246-5386"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Xu","raw_affiliation_strings":["University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","institution_ids":["https://openalex.org/I4210097554"]},{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China","institution_ids":["https://openalex.org/I4210097554","https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009732907","display_name":"Linli Xu","orcid":"https://orcid.org/0000-0003-0227-3793"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linli Xu","raw_affiliation_strings":["University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","institution_ids":["https://openalex.org/I4210097554"]},{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China","institution_ids":["https://openalex.org/I4210097554","https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048237545","display_name":"Enhong Chen","orcid":"https://orcid.org/0000-0002-4835-4102"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enhong Chen","raw_affiliation_strings":["University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,State Key Laboratory of Cognitive Intelligence","institution_ids":["https://openalex.org/I4210097554"]},{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China","institution_ids":["https://openalex.org/I4210097554","https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5058580034"],"corresponding_institution_ids":["https://openalex.org/I126520041","https://openalex.org/I4210097554"],"apc_list":null,"apc_paid":null,"fwci":3.2399,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92529216,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"10001","last_page":"10005"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9993000030517578,"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":0.9993000030517578,"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/T10028","display_name":"Topic Modeling","score":0.9635000228881836,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.963100016117096,"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/computer-science","display_name":"Computer science","score":0.8761227130889893},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.7628608345985413},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7162602543830872},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.6308539509773254},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5650191307067871},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.42857787013053894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4172835350036621},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3917267620563507},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1518946886062622},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08190673589706421}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8761227130889893},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.7628608345985413},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7162602543830872},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.6308539509773254},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5650191307067871},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.42857787013053894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4172835350036621},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3917267620563507},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1518946886062622},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08190673589706421}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10447662","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10447662","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3604000827","display_name":null,"funder_award_id":"62222213","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7295420491","display_name":null,"funder_award_id":"62072423","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320316083","display_name":"Tencent","ror":"https://ror.org/00hhjss72"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335563","display_name":"State Administration for Science, Technology and Industry for National Defense","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W3097714942","https://openalex.org/W3097777922","https://openalex.org/W3158424777","https://openalex.org/W3161932608","https://openalex.org/W3162072286","https://openalex.org/W3170427498","https://openalex.org/W3175863856","https://openalex.org/W3196509775","https://openalex.org/W3198694222","https://openalex.org/W4226212120","https://openalex.org/W4254718357","https://openalex.org/W4283324956","https://openalex.org/W4296068755","https://openalex.org/W4297841396","https://openalex.org/W4310829078","https://openalex.org/W4372338301","https://openalex.org/W4372347050","https://openalex.org/W4385572131","https://openalex.org/W4385572987","https://openalex.org/W4385573113","https://openalex.org/W4389519303","https://openalex.org/W6728757088","https://openalex.org/W6739901393","https://openalex.org/W6770813465","https://openalex.org/W6783813245","https://openalex.org/W6796581206","https://openalex.org/W6804522014","https://openalex.org/W6847116090","https://openalex.org/W6847363464","https://openalex.org/W6850257961","https://openalex.org/W6850566649"],"related_works":["https://openalex.org/W4303448918","https://openalex.org/W2044488462","https://openalex.org/W2981877337","https://openalex.org/W3203938600","https://openalex.org/W2169074127","https://openalex.org/W2163707935","https://openalex.org/W83146503","https://openalex.org/W202723009","https://openalex.org/W4206462905","https://openalex.org/W2165396616"],"abstract_inverted_index":{"To":[0,63],"protect":[1],"privacy":[2],"and":[3,24,54,84,93,112,121,127,143],"meet":[4],"legal":[5],"regulations,":[6],"federated":[7,71],"learning":[8],"(FL)":[9],"has":[10],"gained":[11],"significant":[12],"attention":[13],"for":[14,81],"training":[15],"speech-to-text":[16],"(S2T)":[17],"systems,":[18],"including":[19],"automatic":[20],"speech":[21,25],"recognition":[22],"(ASR)":[23],"translation":[26],"(ST).":[27],"However,":[28],"the":[29,51,87,136,146],"commonly":[30],"used":[31],"FL":[32],"approach":[33,133],"(i.e.,":[34],"FEDAVG)":[35],"in":[36],"S2T":[37,72,141],"tasks":[38,142],"typically":[39],"suffers":[40],"from":[41],"extensive":[42],"communication":[43,91,137],"overhead":[44,138],"due":[45],"to":[46,89,109,149],"multi-round":[47],"interactions":[48],"based":[49,118],"on":[50,119,125,139],"whole":[52],"model":[53,97,148],"performance":[55],"degradation":[56],"caused":[57],"by":[58],"data":[59,114,151],"heterogeneity":[60],"among":[61],"clients.":[62],"address":[64],"these":[65],"issues,":[66],"we":[67],"propose":[68],"a":[69,77,95,100],"personalized":[70],"framework":[73],"that":[74,104,131],"introduces":[75],"FEDLORA,":[76],"lightweight":[78],"LoRA":[79],"module":[80],"client-side":[82],"tuning":[83],"interaction":[85],"with":[86,99],"server":[88],"minimize":[90],"overhead,":[92],"FEDMEM,":[94],"global":[96,147],"equipped":[98],"k-nearest-neighbor":[101],"(kNN)":[102],"classifier":[103],"captures":[105],"client-specific":[106],"distributional":[107],"shifts":[108],"achieve":[110],"personalization":[111],"overcome":[113,150],"heterogeneity.":[115,152],"Extensive":[116],"experiments":[117],"Conformer":[120],"Whisper":[122],"backbone":[123],"models":[124],"CoVoST":[126],"GigaSpeech":[128],"benchmarks":[129],"show":[130],"our":[132],"significantly":[134],"reduces":[135],"all":[140],"effectively":[144],"personalizes":[145]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}