{"id":"https://openalex.org/W4415368583","doi":"https://doi.org/10.1109/jiot.2025.3623225","title":"Universal Federated Domain Adaptation Through One-vs-All Self-Supervision for Internet of Things","display_name":"Universal Federated Domain Adaptation Through One-vs-All Self-Supervision for Internet of Things","publication_year":2025,"publication_date":"2025-10-20","ids":{"openalex":"https://openalex.org/W4415368583","doi":"https://doi.org/10.1109/jiot.2025.3623225"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2025.3623225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3623225","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5055790675","display_name":"Haojin Liao","orcid":"https://orcid.org/0000-0002-9275-1244"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haojin Liao","raw_affiliation_strings":["National Engineering Research Center of Mobile Network Technologies, School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","School of Information and Communication Engineering, National Engineering Research Center of Mobile Network Technologies, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9275-1244","affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Mobile Network Technologies, School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"School of Information and Communication Engineering, National Engineering Research Center of Mobile Network Technologies, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025187681","display_name":"Qiang Wang","orcid":"https://orcid.org/0000-0002-9392-475X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Wang","raw_affiliation_strings":["National Engineering Research Center of Mobile Network Technologies, School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","School of Information and Communication Engineering, National Engineering Research Center of Mobile Network Technologies, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9392-475X","affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Mobile Network Technologies, School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"School of Information and Communication Engineering, National Engineering Research Center of Mobile Network Technologies, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051149140","display_name":"Sicheng Zhao","orcid":"https://orcid.org/0000-0001-5843-6411"},"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":"Sicheng Zhao","raw_affiliation_strings":["BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5843-6411","affiliations":[{"raw_affiliation_string":"BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041232609","display_name":"Tengfei Xing","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159961","display_name":"Dingxi City People's Hospital","ror":"https://ror.org/04scxn105","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tengfei Xing","raw_affiliation_strings":["Didi Chuxing’s Map Division, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Didi Chuxing’s Map Division, Beijing, China","institution_ids":["https://openalex.org/I4210159961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069960972","display_name":"Runbo Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159961","display_name":"Dingxi City People's Hospital","ror":"https://ror.org/04scxn105","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runbo Hu","raw_affiliation_strings":["Didi Chuxing’s Map Division, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Didi Chuxing’s Map Division, Beijing, China","institution_ids":["https://openalex.org/I4210159961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"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":0.27467156,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"24","first_page":"54733","last_page":"54745"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.7055000066757202,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.7055000066757202,"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"}},{"id":"https://openalex.org/T14067","display_name":"Cloud Computing and Remote Desktop Technologies","score":0.6165000200271606,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/unavailability","display_name":"Unavailability","score":0.7997000217437744},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6072999835014343},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.566100001335144},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5633999705314636},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5584999918937683},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.5335999727249146},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5144000053405762},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4684999883174896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8866000175476074},{"id":"https://openalex.org/C2780505938","wikidata":"https://www.wikidata.org/wiki/Q17093282","display_name":"Unavailability","level":2,"score":0.7997000217437744},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6072999835014343},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.566100001335144},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5633999705314636},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5584999918937683},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.5335999727249146},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5144000053405762},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5131999850273132},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4684999883174896},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.4562000036239624},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.44749999046325684},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4429999887943268},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43290001153945923},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4162999987602234},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.37400001287460327},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.35910001397132874},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.31119999289512634},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.30649998784065247},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.30559998750686646},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.30070000886917114},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2757999897003174},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.26190000772476196},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.2612999975681305}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3623225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3623225","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2775248363","display_name":"\u591a\u5929\u7ebf\u65e0\u7ebf\u5e72\u6270\u4fe1\u9053\u7684\u673a\u5bc6\u6d88\u606f\u4f20\u8f93\u6280\u672f\u7814\u7a76","funder_award_id":"62071066","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4144755178","display_name":null,"funder_award_id":"62571294","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4425367165","display_name":null,"funder_award_id":"2242022k60006;","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7756481051","display_name":null,"funder_award_id":"2020YFB1806602","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W4149471","https://openalex.org/W1722318740","https://openalex.org/W1731081199","https://openalex.org/W1987971958","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2121927366","https://openalex.org/W2141504882","https://openalex.org/W2194775991","https://openalex.org/W2627183927","https://openalex.org/W2770587725","https://openalex.org/W2789731659","https://openalex.org/W2885018852","https://openalex.org/W2888386112","https://openalex.org/W2948069880","https://openalex.org/W2971544482","https://openalex.org/W3035701489","https://openalex.org/W3049237381","https://openalex.org/W3092500685","https://openalex.org/W3093475218","https://openalex.org/W3102842772","https://openalex.org/W3137966214","https://openalex.org/W3153347425","https://openalex.org/W3174862668","https://openalex.org/W3177151237","https://openalex.org/W3195175841","https://openalex.org/W3197461641","https://openalex.org/W3203706456","https://openalex.org/W3203979321","https://openalex.org/W3216093271","https://openalex.org/W4206730065","https://openalex.org/W4210873968","https://openalex.org/W4214671648","https://openalex.org/W4285126476","https://openalex.org/W4304092068","https://openalex.org/W4307498453","https://openalex.org/W4312496732","https://openalex.org/W4318148743","https://openalex.org/W4320033847","https://openalex.org/W4361857596","https://openalex.org/W4366310723","https://openalex.org/W4372268771","https://openalex.org/W4379117134","https://openalex.org/W4385337015","https://openalex.org/W4386066676","https://openalex.org/W4386085850","https://openalex.org/W4386523721","https://openalex.org/W4391486705","https://openalex.org/W4392454946","https://openalex.org/W4392901776","https://openalex.org/W4393160087","https://openalex.org/W4398146649","https://openalex.org/W4399168337","https://openalex.org/W4400188356","https://openalex.org/W4400546943","https://openalex.org/W4402727549","https://openalex.org/W4405092703","https://openalex.org/W4406158023"],"related_works":[],"abstract_inverted_index":{"In":[0],"practical":[1],"Internet":[2],"of":[3,86,113],"Things":[4],"(IoT)":[5],"applications,":[6],"deep":[7],"neural":[8],"networks":[9],"(DNNs)":[10],"often":[11],"encounter":[12],"challenges":[13],"arising":[14],"from":[15,88],"covariate":[16],"shifts":[17,24],"(differences":[18],"in":[19,26,78,193],"feature":[20,162],"distributions)":[21],"and":[22,57,180],"category":[23],"(discrepancies":[25],"label":[27],"spaces),":[28],"which":[29],"significantly":[30,195],"degrade":[31],"their":[32],"generalization":[33],"performance.":[34],"To":[35,93],"mitigate":[36],"these":[37,95],"issues,":[38],"universal":[39],"federated":[40],"domain":[41,81,91,150],"adaptation":[42],"(UFDA)":[43],"techniques":[44],"have":[45],"been":[46],"proposed":[47,122,187],"to":[48,70,75,83,123,138,147,160,166],"train":[49],"a":[50,99,135,155],"global":[51],"model":[52],"that":[53,185],"can":[54],"classify":[55],"known":[56],"unknown":[58,76],"categories":[59],"while":[60],"keeping":[61],"data":[62,87],"private.":[63],"Nevertheless,":[64],"most":[65],"existing":[66],"methods":[67],"still":[68],"struggle":[69],"precisely":[71],"identify":[72],"samples":[73],"belonging":[74],"classes":[77],"the":[79,84,89,140,197],"target":[80,156],"due":[82],"unavailability":[85],"source":[90,129,141,149],"clients.":[92],"address":[94],"challenges,":[96],"we":[97,133,153],"propose":[98],"novel":[100],"method,":[101],"termed":[102],"one-vs-all":[103,118],"self-supervision":[104],"(OSS)":[105],"for":[106],"IoT":[107],"scenario.":[108],"Specifically,":[109],"OSS":[110,188],"mainly":[111],"consists":[112],"following":[114],"three":[115],"components.":[116],"First,":[117],"pseudo-label":[119],"generation":[120],"is":[121],"generate":[124],"high-quality":[125],"pseudo-labels":[126],"by":[127,143],"leveraging":[128],"client":[130],"models.":[131],"Subsequently,":[132],"design":[134],"category-diverse":[136],"strategy":[137,159],"aggregate":[139],"models":[142],"assigning":[144],"appropriate":[145],"weights":[146],"each":[148],"client.":[151],"Finally,":[152],"implement":[154],"self-supervised":[157],"learning":[158],"refine":[161],"alignment":[163],"with":[164],"respect":[165],"cluster":[167],"centers.":[168],"Comprehensive":[169],"experiments":[170],"are":[171],"performed":[172],"on":[173],"four":[174],"benchmark":[175],"datasets:":[176],"Office-31,":[177],"Office-Home,":[178],"VisDA-2017+ImageCLEF-DA,":[179],"Digits.":[181],"The":[182],"results":[183],"show":[184],"our":[186],"method":[189],"achieves":[190],"state-of-the-art":[191],"performance":[192],"UFDA,":[194],"enhancing":[196],"recognition":[198],"accuracy.":[199]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-21T00:00:00"}