{"id":"https://openalex.org/W4407946271","doi":"https://doi.org/10.1109/jiot.2025.3545574","title":"FAA-CLIP: Federated Adversarial Adaptation of CLIP","display_name":"FAA-CLIP: Federated Adversarial Adaptation of CLIP","publication_year":2025,"publication_date":"2025-02-25","ids":{"openalex":"https://openalex.org/W4407946271","doi":"https://doi.org/10.1109/jiot.2025.3545574"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3545574","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3545574","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":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2503.05776","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055916281","display_name":"Yihang Wu","orcid":"https://orcid.org/0000-0002-8640-8650"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yihang Wu","raw_affiliation_strings":["Artificial Intelligence for Personalised Medicine, School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China","Artificial Intelligence for Personalised medicine, School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence for Personalised Medicine, School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"Artificial Intelligence for Personalised medicine, School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024700033","display_name":"Ahmad Chaddad","orcid":"https://orcid.org/0000-0003-3402-9576"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ahmad Chaddad","raw_affiliation_strings":["Artificial Intelligence for Personalised Medicine, School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China","Artificial Intelligence for Personalised medicine, School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence for Personalised Medicine, School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"Artificial Intelligence for Personalised medicine, School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017608284","display_name":"Christian Desrosiers","orcid":"https://orcid.org/0000-0002-9162-9650"},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Christian Desrosiers","raw_affiliation_strings":["Laboratory for Imagery, Vision and Artificial Intelligence, Ecole de Technologie Superieure, Montreal, QC, Canada","The Laboratory for Imagery, Vision and Artificial Intelligence, Ecole de Technologie Superieure, Montreal, Canada"],"affiliations":[{"raw_affiliation_string":"Laboratory for Imagery, Vision and Artificial Intelligence, Ecole de Technologie Superieure, Montreal, QC, Canada","institution_ids":["https://openalex.org/I9736820"]},{"raw_affiliation_string":"The Laboratory for Imagery, Vision and Artificial Intelligence, Ecole de Technologie Superieure, Montreal, Canada","institution_ids":["https://openalex.org/I9736820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080435642","display_name":"Tareef S. Daqqaq","orcid":"https://orcid.org/0000-0002-1479-0897"},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Tareef Daqqaq","raw_affiliation_strings":["College of Medicine, Taibah University, Medina, Al Madinah, Saudi Arabia","College of Medicine, Taibah University, Al Madinah, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"College of Medicine, Taibah University, Medina, Al Madinah, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]},{"raw_affiliation_string":"College of Medicine, Taibah University, Al Madinah, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090099655","display_name":"Reem Kateb","orcid":null},"institutions":[{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]},{"id":"https://openalex.org/I4210099699","display_name":"University of Jeddah","ror":"https://ror.org/015ya8798","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210099699"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Reem Kateb","raw_affiliation_strings":["Cyber Security Department, College of Computer Science and Engineering, Taibah University, Medina, Saudi Arabia","Cyber Security Department, College of Computer Science and Engineering, Taibah University and College of Computer Science and Engineering, Jeddah University, Jeddah, Saudi&#x00A0;Arabia"],"affiliations":[{"raw_affiliation_string":"Cyber Security Department, College of Computer Science and Engineering, Taibah University, Medina, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]},{"raw_affiliation_string":"Cyber Security Department, College of Computer Science and Engineering, Taibah University and College of Computer Science and Engineering, Jeddah University, Jeddah, Saudi&#x00A0;Arabia","institution_ids":["https://openalex.org/I23075662","https://openalex.org/I4210099699"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055916281"],"corresponding_institution_ids":["https://openalex.org/I5343935"],"apc_list":null,"apc_paid":null,"fwci":24.0572,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.99319814,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"12","first_page":"21091","last_page":"21102"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9108999967575073,"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/T10237","display_name":"Cryptography and Data Security","score":0.9108999967575073,"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":0.8127435445785522},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6212034225463867},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5503897666931152},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4356396198272705},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.34645578265190125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18899604678153992}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8127435445785522},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6212034225463867},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5503897666931152},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4356396198272705},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.34645578265190125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18899604678153992},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jiot.2025.3545574","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3545574","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"},{"id":"pmh:oai:arXiv.org:2503.05776","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.05776","pdf_url":"https://arxiv.org/pdf/2503.05776","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:espace2.etsmtl.ca:30661","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Non \u00e9valu\u00e9 par les pairs"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2503.05776","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.05776","pdf_url":"https://arxiv.org/pdf/2503.05776","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1934390116","display_name":null,"funder_award_id":"2022AC21040","funder_id":"https://openalex.org/F4320336630","funder_display_name":"Specific Research Project of Guangxi for Research Bases and Talents"},{"id":"https://openalex.org/G3309042152","display_name":null,"funder_award_id":"82260360","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5057925514","display_name":null,"funder_award_id":"2022AC18004","funder_id":"https://openalex.org/F4320336630","funder_display_name":"Specific Research Project of Guangxi for Research Bases and Talents"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336630","display_name":"Specific Research Project of Guangxi for Research Bases and Talents","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1731081199","https://openalex.org/W2020519533","https://openalex.org/W2045030989","https://openalex.org/W2082704080","https://openalex.org/W2115403315","https://openalex.org/W2627183927","https://openalex.org/W2744999500","https://openalex.org/W2794825826","https://openalex.org/W2963946669","https://openalex.org/W2989289980","https://openalex.org/W3082604781","https://openalex.org/W3119069119","https://openalex.org/W3182158470","https://openalex.org/W3214829575","https://openalex.org/W4361030011","https://openalex.org/W4361233121","https://openalex.org/W4367046615","https://openalex.org/W4385245566","https://openalex.org/W4385568371","https://openalex.org/W4385627126","https://openalex.org/W4386066134","https://openalex.org/W4386790226","https://openalex.org/W4387789919","https://openalex.org/W4389076501","https://openalex.org/W4390190228","https://openalex.org/W4390904884","https://openalex.org/W4390992140","https://openalex.org/W4392907478","https://openalex.org/W4393148063","https://openalex.org/W4393160079","https://openalex.org/W4394593022","https://openalex.org/W4402570590","https://openalex.org/W4402916156","https://openalex.org/W4403649873","https://openalex.org/W4403998337","https://openalex.org/W6631190155","https://openalex.org/W6728757088","https://openalex.org/W6759238902","https://openalex.org/W6766394743","https://openalex.org/W6789305514","https://openalex.org/W6791353385","https://openalex.org/W6796581206","https://openalex.org/W6803344470","https://openalex.org/W6849629322","https://openalex.org/W6849870884","https://openalex.org/W6852738887","https://openalex.org/W6853336233","https://openalex.org/W6861989417"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492"],"abstract_inverted_index":{"Despite":[0],"the":[1,16,35,56,65,69,81,100,112,138,151,168,195,199,203],"remarkable":[2],"performance":[3,67],"of":[4,19,37,58,68,105,116,140,170],"vision":[5],"language":[6,12],"models":[7,21,40],"(VLMs),":[8],"such":[9],"as":[10],"contrastive":[11],"image":[13],"pretraining":[14],"(CLIP),":[15],"large":[17,113],"size":[18],"these":[20,92],"is":[22,55,156,193],"a":[23,46,87,96,119,176,184,190],"considerable":[24],"obstacle":[25],"to":[26,42,45,131,142,187,205,234],"their":[27],"use":[28],"in":[29,53,80],"federated":[30,101],"learning":[31],"(FL)":[32],"systems":[33],"where":[34],"parameters":[36,141],"local":[38,196],"client":[39,197],"need":[41],"be":[43],"transferred":[44],"global":[47,200],"server":[48],"for":[49,99,125],"aggregation.":[50],"Another":[51],"challenge":[52],"FL":[54,236],"heterogeneity":[57],"data":[59,134],"from":[60,194],"different":[61,213],"clients,":[62],"which":[63],"affects":[64],"generalization":[66,78],"solution.":[70],"In":[71],"addition,":[72],"natural":[73,217,229],"pretrained":[74],"VLMs":[75],"exhibit":[76],"poor":[77],"ability":[79],"medical":[82,219,231],"datasets,":[83],"suggests":[84],"there":[85],"exists":[86],"domain":[88,171,177,185],"gap.":[89],"To":[90],"solve":[91],"issues,":[93],"we":[94],"introduce":[95],"novel":[97],"method":[98,155,165],"adversarial":[102],"adaptation":[103,122,178],"(FAA)":[104],"CLIP.":[106],"Our":[107,238],"method,":[108],"named":[109],"FAA-CLIP,":[110],"handles":[111],"communication":[114],"costs":[115],"CLIP":[117,146],"using":[118],"lightweight":[120],"feature":[121],"module":[123,182],"(FAM)":[124],"aggregation,":[126],"effectively":[127],"adapting":[128],"this":[129],"VLM":[130],"each":[132],"client\u2019s":[133],"while":[135],"greatly":[136],"reducing":[137],"number":[139],"transfer.":[143],"By":[144],"keeping":[145],"frozen":[147],"and":[148,218,230],"only":[149],"updating":[150],"FAM":[152],"parameters,":[153],"our":[154,163],"also":[157],"computationally":[158],"efficient.":[159],"Unlike":[160],"existing":[161],"approaches,":[162],"FAA-CLIP":[164,223],"directly":[166],"addresses":[167],"problem":[169],"shifts":[172],"across":[173],"clients":[174],"via":[175],"(DA)":[179],"module.":[180],"This":[181],"employs":[183],"classifier":[186],"predict":[188],"if":[189],"given":[191],"sample":[192],"or":[198],"server,":[201],"allowing":[202],"model":[204],"learn":[206],"domain-invariant":[207],"representations.":[208],"Extensive":[209],"experiments":[210],"on":[211,227],"six":[212],"datasets":[214,232],"containing":[215],"both":[216,228],"images":[220],"demonstrate":[221],"that":[222],"can":[224],"generalize":[225],"well":[226],"compared":[233],"recent":[235],"approaches.":[237],"codes":[239],"are":[240],"available":[241],"at":[242],"<uri":[243],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[244],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/AIPMLab/FAA-CLIP</uri>.":[245]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}
