{"id":"https://openalex.org/W4402454712","doi":"https://doi.org/10.1145/3659995.3660042","title":"Towards Efficient Learning on the Computing Continuum: Advancing Dynamic Adaptation of Federated Learning","display_name":"Towards Efficient Learning on the Computing Continuum: Advancing Dynamic Adaptation of Federated Learning","publication_year":2024,"publication_date":"2024-06-03","ids":{"openalex":"https://openalex.org/W4402454712","doi":"https://doi.org/10.1145/3659995.3660042"},"language":"en","primary_location":{"id":"doi:10.1145/3659995.3660042","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3659995.3660042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Workshop on AI and Scientific Computing at Scale using Flexible Computing Infrastructures","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04698619/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015894233","display_name":"M. Valli","orcid":"https://orcid.org/0009-0005-3201-0267"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Mathis Valli","raw_affiliation_strings":["Univ Rennes, Inria, CNRS, IRISA, Rennes, France"],"affiliations":[{"raw_affiliation_string":"Univ Rennes, Inria, CNRS, IRISA, Rennes, France","institution_ids":["https://openalex.org/I2802519937","https://openalex.org/I56067802","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086689035","display_name":"Alexandru Costan","orcid":"https://orcid.org/0000-0003-3111-6308"},"institutions":[{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alexandru Costan","raw_affiliation_strings":["Univ Rennes, Inria, CNRS, IRISA, Rennes, France"],"affiliations":[{"raw_affiliation_string":"Univ Rennes, Inria, CNRS, IRISA, Rennes, France","institution_ids":["https://openalex.org/I2802519937","https://openalex.org/I56067802","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090128841","display_name":"C. Tedeschi","orcid":"https://orcid.org/0000-0002-1792-8820"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"C\u00e9dric Tedeschi","raw_affiliation_strings":["Univ Rennes, Inria, CNRS, IRISA, Rennes, France"],"affiliations":[{"raw_affiliation_string":"Univ Rennes, Inria, CNRS, IRISA, Rennes, France","institution_ids":["https://openalex.org/I2802519937","https://openalex.org/I56067802","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021207420","display_name":"Lo\u00efc Cudennec","orcid":"https://orcid.org/0000-0002-6476-4574"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lo\u00efc Cudennec","raw_affiliation_strings":["DGA Ma\u00eetrise de l?Information, Bruz, France"],"affiliations":[{"raw_affiliation_string":"DGA Ma\u00eetrise de l?Information, Bruz, France","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5015894233"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2802519937","https://openalex.org/I56067802"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13220635,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"42","last_page":"49"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9983000159263611,"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":0.9886000156402588,"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":0.7535300254821777},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6654906272888184},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3956599235534668},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3845963478088379},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.329458087682724},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32164454460144043},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07770797610282898}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7535300254821777},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6654906272888184},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3956599235534668},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3845963478088379},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.329458087682724},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32164454460144043},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07770797610282898},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3659995.3660042","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3659995.3660042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Workshop on AI and Scientific Computing at Scale using Flexible Computing Infrastructures","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04698619v2","is_oa":true,"landing_page_url":"https://hal.science/hal-04698619","pdf_url":"https://hal.science/hal-04698619/document","source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"FlexScience 2024 - 14th Workshop on AI and Scientific Computing at Scale using Flexible Computing Infrastructures, Jun 2024, Pisa, Italy. pp.42-49, &#x27E8;10.1145/3659995.3660042&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04698619v2","is_oa":true,"landing_page_url":"https://hal.science/hal-04698619","pdf_url":"https://hal.science/hal-04698619/document","source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"FlexScience 2024 - 14th Workshop on AI and Scientific Computing at Scale using Flexible Computing Infrastructures, Jun 2024, Pisa, Italy. pp.42-49, &#x27E8;10.1145/3659995.3660042&#x27E9;","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402454712.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1682403713","https://openalex.org/W2098415863","https://openalex.org/W2612690371","https://openalex.org/W2788816110","https://openalex.org/W2789911054","https://openalex.org/W2949650786","https://openalex.org/W2955213239","https://openalex.org/W2990138404","https://openalex.org/W3005776401","https://openalex.org/W3007345209","https://openalex.org/W3021654819","https://openalex.org/W3034666238","https://openalex.org/W3038028469","https://openalex.org/W3043723611","https://openalex.org/W3047304572","https://openalex.org/W3049594021","https://openalex.org/W3100779497","https://openalex.org/W3101755493","https://openalex.org/W3133814152","https://openalex.org/W3185547071","https://openalex.org/W3207378505","https://openalex.org/W3214304699","https://openalex.org/W3215019056","https://openalex.org/W4286421857","https://openalex.org/W4286858197","https://openalex.org/W4287332481","https://openalex.org/W4287865788","https://openalex.org/W4297060071","https://openalex.org/W4297687186","https://openalex.org/W4299283926","https://openalex.org/W4309345943","https://openalex.org/W4311524786","https://openalex.org/W4318619660","https://openalex.org/W4320513979","https://openalex.org/W4387191725","https://openalex.org/W4388204447","https://openalex.org/W4390097772","https://openalex.org/W4391988406","https://openalex.org/W4392902899"],"related_works":["https://openalex.org/W2997567050","https://openalex.org/W1483272040","https://openalex.org/W4283377908","https://openalex.org/W1533421371","https://openalex.org/W2003050223","https://openalex.org/W2091777911","https://openalex.org/W2766405861","https://openalex.org/W2360975119","https://openalex.org/W2912421143","https://openalex.org/W2372487155"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"has":[3],"emerged":[4],"as":[5],"a":[6,18,31],"paradigm":[7],"shift":[8],"enabling":[9],"heterogeneous":[10,52],"clients":[11],"and":[12,53,78,99,112,130,146],"devices":[13],"to":[14,96,125,139],"collaborate":[15],"on":[16,119],"training":[17],"shared":[19],"global":[20],"model":[21],"while":[22],"preserving":[23],"the":[24,42,57,68,89,104,110,127],"privacy":[25],"of":[26,67,106,114,132],"their":[27],"local":[28],"data.":[29],"However,":[30],"common":[32],"yet":[33],"impractical":[34],"assumption":[35],"in":[36,51,74,135],"existing":[37],"FL":[38,61,70,115],"approaches":[39,71,116],"is":[40,45,48,62],"that":[41],"deployment":[43],"environment":[44],"static,":[46],"which":[47],"rarely":[49],"true":[50],"highly-volatile":[54],"environments":[55],"like":[56],"Edge-Cloud":[58],"Continuum,":[59],"where":[60],"typically":[63],"executed.":[64],"While":[65],"most":[66],"current":[69],"process":[72],"data":[73,98],"an":[75],"online":[76],"fashion,":[77],"are":[79],"therefore":[80],"adaptive":[81],"by":[82],"nature,":[83],"they":[84],"only":[85],"support":[86],"adaptation":[87],"at":[88],"ML/DL":[90],"level":[91],"(e.g.,":[92],"through":[93],"continual":[94],"learning":[95],"tackle":[97],"concept":[100],"drift),":[101],"putting":[102],"aside":[103],"effects":[105],"system":[107],"variance.":[108],"Moreover,":[109],"study":[111],"validation":[113],"strongly":[117],"rely":[118],"simulations,":[120],"which,":[121],"although":[122],"informative,":[123],"tends":[124],"overlook":[126],"real-world":[128],"complexities":[129],"dynamics":[131],"actual":[133],"deployments,":[134],"particular":[136],"with":[137],"respect":[138],"changing":[140],"network":[141],"conditions,":[142],"varying":[143],"client":[144],"resources,":[145],"security":[147],"threats.":[148]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
