{"id":"https://openalex.org/W4407691595","doi":"https://doi.org/10.1109/healthcom60970.2024.10880846","title":"Integrity Verifiable Privacy-preserving Federated Learning for Healthcare-IoT","display_name":"Integrity Verifiable Privacy-preserving Federated Learning for Healthcare-IoT","publication_year":2024,"publication_date":"2024-11-18","ids":{"openalex":"https://openalex.org/W4407691595","doi":"https://doi.org/10.1109/healthcom60970.2024.10880846"},"language":"en","primary_location":{"id":"doi:10.1109/healthcom60970.2024.10880846","is_oa":false,"landing_page_url":"https://doi.org/10.1109/healthcom60970.2024.10880846","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on E-health Networking, Application &amp;amp; Services (HealthCom)","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/A5100414541","display_name":"Jiarui Li","orcid":"https://orcid.org/0000-0002-5888-7172"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jiarui Li","raw_affiliation_strings":["Stevens Institute of Technology,Department of Electrical and Computer Engineering,Hoboken,United States"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology,Department of Electrical and Computer Engineering,Hoboken,United States","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063617425","display_name":"Shucheng Yu","orcid":"https://orcid.org/0000-0001-6484-4382"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shucheng Yu","raw_affiliation_strings":["Stevens Institute of Technology,Department of Electrical and Computer Engineering,Hoboken,United States"],"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology,Department of Electrical and Computer Engineering,Hoboken,United States","institution_ids":["https://openalex.org/I108468826"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100414541"],"corresponding_institution_ids":["https://openalex.org/I108468826"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25243157,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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":0.998199999332428,"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":0.998199999332428,"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/T10237","display_name":"Cryptography and Data Security","score":0.9143000245094299,"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/verifiable-secret-sharing","display_name":"Verifiable secret sharing","score":0.916694164276123},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7609262466430664},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6568835377693176},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.5280694961547852},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5147590637207031},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.505833625793457},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4858262538909912}],"concepts":[{"id":"https://openalex.org/C85847156","wikidata":"https://www.wikidata.org/wiki/Q59015987","display_name":"Verifiable secret sharing","level":3,"score":0.916694164276123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7609262466430664},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6568835377693176},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.5280694961547852},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5147590637207031},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.505833625793457},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4858262538909912},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/healthcom60970.2024.10880846","is_oa":false,"landing_page_url":"https://doi.org/10.1109/healthcom60970.2024.10880846","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on E-health Networking, Application &amp;amp; Services (HealthCom)","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":37,"referenced_works":["https://openalex.org/W2095577883","https://openalex.org/W2566079294","https://openalex.org/W2750650104","https://openalex.org/W2766652420","https://openalex.org/W2767079719","https://openalex.org/W2889110589","https://openalex.org/W3006403513","https://openalex.org/W3006456063","https://openalex.org/W3042794281","https://openalex.org/W3047380981","https://openalex.org/W3087391814","https://openalex.org/W3097924569","https://openalex.org/W3138153888","https://openalex.org/W3138597937","https://openalex.org/W3154581591","https://openalex.org/W3157709467","https://openalex.org/W3173524712","https://openalex.org/W3195232018","https://openalex.org/W3213330817","https://openalex.org/W4200518090","https://openalex.org/W4323065874","https://openalex.org/W4385412255","https://openalex.org/W4393145894","https://openalex.org/W6676935882","https://openalex.org/W6684011098","https://openalex.org/W6729007826","https://openalex.org/W6738383168","https://openalex.org/W6746897123","https://openalex.org/W6750462152","https://openalex.org/W6752600739","https://openalex.org/W6754358263","https://openalex.org/W6756840679","https://openalex.org/W6758201434","https://openalex.org/W6767247158","https://openalex.org/W6770634426","https://openalex.org/W6840955603","https://openalex.org/W6849375737"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W3195097297","https://openalex.org/W4225340788","https://openalex.org/W3038106605","https://openalex.org/W2513267613","https://openalex.org/W3049084372","https://openalex.org/W2528109871","https://openalex.org/W2940702331","https://openalex.org/W2905822832","https://openalex.org/W2240244939"],"abstract_inverted_index":{"In":[0],"Healthcare":[1],"Internet":[2],"of":[3,26,33,48,69,105,127,149],"Things,":[4],"federated":[5,39],"learning":[6,14,40],"has":[7],"emerged":[8],"as":[9],"a":[10,92],"promising":[11],"distributed":[12],"machine":[13],"paradigm,":[15],"enabling":[16],"multiple":[17],"clients":[18],"to":[19,53,80,101,123,145],"collaboratively":[20],"train":[21],"models":[22],"with":[23],"huge":[24],"amounts":[25],"medical":[27],"data":[28,57,151],"while":[29],"preserving":[30],"the":[31,46,49,54,67,73,103,106,120,125,132,137,147],"privacy":[32],"sensitive":[34],"information.":[35],"Despite":[36],"its":[37],"advantages,":[38],"faces":[41],"significant":[42],"challenges":[43],"in":[44,72],"maintaining":[45],"integrity":[47,104,116],"global":[50],"model":[51,59,82],"due":[52],"potential":[55],"for":[56],"and":[58],"poisoning":[60],"attacks.":[61],"These":[62],"attacks":[63],"are":[64],"exacerbated":[65],"by":[66,152],"lack":[68],"direct":[70],"oversight":[71],"local":[74,128],"training":[75,107,129,134],"processes,":[76],"allowing":[77,119],"malicious":[78,153],"participants":[79],"manipulate":[81],"updates.":[83],"This":[84],"paper":[85],"introduces":[86],"Integrity":[87],"Verifiable":[88],"Federated":[89],"Learning":[90],"(IV-FED),":[91],"novel":[93],"framework":[94,138],"that":[95],"leverages":[96],"trusted":[97],"execution":[98],"environments":[99],"(TEEs)":[100],"ensure":[102],"process":[108],"without":[109,130],"compromising":[110],"privacy.":[111],"IV-FED":[112],"employs":[113],"an":[114,140],"accumulator-based":[115],"verification":[117],"protocol,":[118],"central":[121],"server":[122],"verify":[124],"correctness":[126],"reproducing":[131],"entire":[133],"process.":[135],"Additionally,":[136],"incorporates":[139],"adversarial":[141],"perturbation-based":[142],"detection":[143],"mechanism":[144],"prevent":[146],"injection":[148],"poisoned":[150],"participants.":[154]},"counts_by_year":[],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
