{"id":"https://openalex.org/W4327773075","doi":"https://doi.org/10.1109/sds57574.2022.10062923","title":"Towards secure and reliable aggregation for Federated Learning protocols in healthcare applications","display_name":"Towards secure and reliable aggregation for Federated Learning protocols in healthcare applications","publication_year":2022,"publication_date":"2022-12-12","ids":{"openalex":"https://openalex.org/W4327773075","doi":"https://doi.org/10.1109/sds57574.2022.10062923"},"language":"en","primary_location":{"id":"doi:10.1109/sds57574.2022.10062923","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sds57574.2022.10062923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Ninth International Conference on Software Defined Systems (SDS)","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/A5091382078","display_name":"Meriem Arbaoui","orcid":"https://orcid.org/0009-0002-1896-8637"},"institutions":[{"id":"https://openalex.org/I4210144804","display_name":"Laboratoire de Recherche en Informatique","ror":"https://ror.org/04e3ktk27","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210144804","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I4210149016","display_name":"\u00c9cole Nationale Sup\u00e9rieure d'Informatique","ror":"https://ror.org/04dj1dn66","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210149016"]}],"countries":["DZ","FR"],"is_corresponding":true,"raw_author_name":"Meriem ARBAOUI","raw_affiliation_strings":["LabRI-SBA Laboratory Ecole Superieure en Informatique,Sidi Bel Abbes,Algeria","LabRI-SBA Laboratory Ecole Superieure en Informatique, Sidi Bel Abbes, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LabRI-SBA Laboratory Ecole Superieure en Informatique,Sidi Bel Abbes,Algeria","institution_ids":["https://openalex.org/I4210144804"]},{"raw_affiliation_string":"LabRI-SBA Laboratory Ecole Superieure en Informatique, Sidi Bel Abbes, Algeria","institution_ids":["https://openalex.org/I4210149016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047634425","display_name":"Mohamed\u2010el\u2010Amine Brahmia","orcid":"https://orcid.org/0000-0003-0114-210X"},"institutions":[{"id":"https://openalex.org/I4210089119","display_name":"Cole Engineering Services (United States)","ror":"https://ror.org/009vrft62","country_code":"US","type":"company","lineage":["https://openalex.org/I4210089119"]},{"id":"https://openalex.org/I4210155362","display_name":"Centre d'Etudes Superieures Industrielles","ror":"https://ror.org/04f87d812","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210155362"]}],"countries":["FR","US"],"is_corresponding":false,"raw_author_name":"Mohamed-El-Amine BRAHMIA","raw_affiliation_strings":["CESI LINEACT UR 7527 CESI Engineering School,Strasbourg,France","CESI LINEACT UR 7527 CESI Engineering School, Strasbourg, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CESI LINEACT UR 7527 CESI Engineering School,Strasbourg,France","institution_ids":["https://openalex.org/I4210155362","https://openalex.org/I4210089119"]},{"raw_affiliation_string":"CESI LINEACT UR 7527 CESI Engineering School, Strasbourg, France","institution_ids":["https://openalex.org/I4210155362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039636088","display_name":"Abdellatif Rahmoun","orcid":"https://orcid.org/0000-0002-8227-3322"},"institutions":[{"id":"https://openalex.org/I4210149016","display_name":"\u00c9cole Nationale Sup\u00e9rieure d'Informatique","ror":"https://ror.org/04dj1dn66","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210149016"]},{"id":"https://openalex.org/I4210144804","display_name":"Laboratoire de Recherche en Informatique","ror":"https://ror.org/04e3ktk27","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210144804","https://openalex.org/I4210159245"]}],"countries":["DZ","FR"],"is_corresponding":false,"raw_author_name":"Abdellatif RAHMOUN","raw_affiliation_strings":["LabRI-SBA Laboratory Ecole Superieure en Informatique,Sidi Bel Abbes,Algeria","LabRI-SBA Laboratory Ecole Superieure en Informatique, Sidi Bel Abbes, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LabRI-SBA Laboratory Ecole Superieure en Informatique,Sidi Bel Abbes,Algeria","institution_ids":["https://openalex.org/I4210144804"]},{"raw_affiliation_string":"LabRI-SBA Laboratory Ecole Superieure en Informatique, Sidi Bel Abbes, Algeria","institution_ids":["https://openalex.org/I4210149016"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5091382078"],"corresponding_institution_ids":["https://openalex.org/I4210144804","https://openalex.org/I4210149016"],"apc_list":null,"apc_paid":null,"fwci":1.111,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.82148306,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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":0.9969000220298767,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.972599983215332,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.8235098123550415},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7781966924667358},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.7753815054893494},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.6820470094680786},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5607683062553406},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5317503213882446},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4886834919452667},{"id":"https://openalex.org/keywords/cryptographic-protocol","display_name":"Cryptographic protocol","score":0.4288686513900757},{"id":"https://openalex.org/keywords/data-aggregator","display_name":"Data aggregator","score":0.42587828636169434},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.242796391248703},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.23027339577674866},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1832769215106964},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14679685235023499}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.8235098123550415},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7781966924667358},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.7753815054893494},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.6820470094680786},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5607683062553406},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5317503213882446},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4886834919452667},{"id":"https://openalex.org/C33884865","wikidata":"https://www.wikidata.org/wiki/Q1254335","display_name":"Cryptographic protocol","level":3,"score":0.4288686513900757},{"id":"https://openalex.org/C82578977","wikidata":"https://www.wikidata.org/wiki/Q16773055","display_name":"Data aggregator","level":3,"score":0.42587828636169434},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.242796391248703},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.23027339577674866},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1832769215106964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14679685235023499},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/sds57574.2022.10062923","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sds57574.2022.10062923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Ninth International Conference on Software Defined Systems (SDS)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04095600v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04095600","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2022 Ninth International Conference on Software Defined Systems (SDS), Dec 2022, Paris, France. pp.1-3, &#x27E8;10.1109/SDS57574.2022.10062923&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W3135231128","https://openalex.org/W3157850870","https://openalex.org/W3160147580","https://openalex.org/W3211851540","https://openalex.org/W4285229324","https://openalex.org/W4288099252","https://openalex.org/W4293363185","https://openalex.org/W4318619660","https://openalex.org/W4324267452","https://openalex.org/W6728757088","https://openalex.org/W6732298257","https://openalex.org/W6840460687"],"related_works":["https://openalex.org/W2793666424","https://openalex.org/W4298221930","https://openalex.org/W2777914285","https://openalex.org/W4287823391","https://openalex.org/W3013363440","https://openalex.org/W1521063997","https://openalex.org/W4312762663","https://openalex.org/W4317941881","https://openalex.org/W2558765606","https://openalex.org/W2282990539"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"is":[3],"an":[4],"AI":[5],"framework":[6],"that":[7,39,133],"enables":[8],"collaborative":[9],"and":[10,60,103,111,118,131],"distributed":[11],"training":[12],"across":[13],"multiple":[14],"users":[15],"to":[16,45,54,67,71,125,135],"learn":[17],"a":[18,42,105,109,142,146],"global":[19,48],"model":[20,49],"while":[21],"preserving":[22],"the":[23,26,34,47,52,58,74,96,100,128],"privacy":[24,59],"of":[25,37,76,91],"data":[27],"held":[28],"locally":[29],"at":[30],"different":[31],"sites.":[32],"However,":[33],"aggregation":[35,148],"process":[36],"FL":[38,64,101,113],"relies":[40],"on":[41,116],"centralized":[43],"server":[44],"update":[46],"parameters":[50],"exposes":[51],"protocol":[53,114],"several":[55],"vulnerabilities.":[56],"Thus,":[57],"security":[61,97],"concerns":[62],"in":[63,80,99],"systems":[65,102],"need":[66,134],"be":[68,136],"further":[69],"investigated":[70],"fully":[72],"leverage":[73],"capabilities":[75],"this":[77,92],"protocol,":[78],"especially":[79],"industries":[81],"involving":[82],"highly":[83],"sensitive":[84],"data,":[85],"such":[86],"as":[87],"healthcare.":[88,153],"As":[89],"part":[90],"study,":[93],"We":[94],"emphasize":[95],"challenges":[98],"propose":[104],"conceptual":[106],"solution":[107],"for":[108,152],"secure":[110],"efficient":[112],"based":[115],"defensive":[117],"compression":[119],"mechanisms,":[120],"respectively.":[121],"Our":[122],"work":[123],"hopes":[124],"properly":[126],"highlight":[127],"susceptible":[129],"adversaries":[130],"attacks":[132],"considered.":[137],"Furthermore,":[138],"our":[139],"proposal":[140],"constitutes":[141],"significant":[143],"step":[144],"towards":[145],"reliable":[147],"method":[149],"specifically":[150],"designed":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
