{"id":"https://openalex.org/W4413320102","doi":"https://doi.org/10.1109/fmec65595.2025.11119370","title":"Towards a Robust Federated Learning Architecture with Modular Aggregation Strategies","display_name":"Towards a Robust Federated Learning Architecture with Modular Aggregation Strategies","publication_year":2025,"publication_date":"2025-05-19","ids":{"openalex":"https://openalex.org/W4413320102","doi":"https://doi.org/10.1109/fmec65595.2025.11119370"},"language":"en","primary_location":{"id":"doi:10.1109/fmec65595.2025.11119370","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fmec65595.2025.11119370","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 10th International Conference on Fog and Mobile Edge Computing (FMEC)","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/A5082956927","display_name":"Marko Harasic","orcid":"https://orcid.org/0000-0002-7210-893X"},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Marko Harasic","raw_affiliation_strings":["Fraunhofer FOKUS,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer FOKUS,Berlin,Germany","institution_ids":["https://openalex.org/I2800804238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093103030","display_name":"Roman Laas","orcid":null},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Roman Laas","raw_affiliation_strings":["Fraunhofer FOKUS,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer FOKUS,Berlin,Germany","institution_ids":["https://openalex.org/I2800804238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108496794","display_name":"Dietrich Lehmann","orcid":null},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dennis Lehmann","raw_affiliation_strings":["Fraunhofer FOKUS,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer FOKUS,Berlin,Germany","institution_ids":["https://openalex.org/I2800804238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088336451","display_name":"Adrian Paschke","orcid":"https://orcid.org/0000-0003-3156-9040"},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Adrian Paschke","raw_affiliation_strings":["Fraunhofer FOKUS,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer FOKUS,Berlin,Germany","institution_ids":["https://openalex.org/I2800804238"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5082956927"],"corresponding_institution_ids":["https://openalex.org/I2800804238"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11408317,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"89","last_page":"96"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9771000146865845,"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":0.9771000146865845,"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":0.9451000094413757,"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/modular-design","display_name":"Modular design","score":0.7873804569244385},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7716934680938721},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.7126586437225342},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.518196165561676},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4481545686721802},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35244858264923096},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32224035263061523},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.18085822463035583}],"concepts":[{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.7873804569244385},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7716934680938721},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.7126586437225342},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.518196165561676},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4481545686721802},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35244858264923096},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32224035263061523},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.18085822463035583},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/fmec65595.2025.11119370","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fmec65595.2025.11119370","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 10th International Conference on Fog and Mobile Edge Computing (FMEC)","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/494789","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/494789","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W112964067","https://openalex.org/W1547785593","https://openalex.org/W1978872857","https://openalex.org/W2007339694","https://openalex.org/W2132172731","https://openalex.org/W2166939545","https://openalex.org/W2194775991","https://openalex.org/W2281547933","https://openalex.org/W2744999500","https://openalex.org/W2912213068","https://openalex.org/W2963085847","https://openalex.org/W2995022099","https://openalex.org/W3209696639","https://openalex.org/W4205228770","https://openalex.org/W4221040451","https://openalex.org/W4298051233","https://openalex.org/W4401438950"],"related_works":["https://openalex.org/W2378076731","https://openalex.org/W4286888643","https://openalex.org/W3210795196","https://openalex.org/W2249385795","https://openalex.org/W2088988140","https://openalex.org/W3171015545","https://openalex.org/W2103019253","https://openalex.org/W2951529875","https://openalex.org/W2061430247","https://openalex.org/W2038503502"],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,22],"novel":[3],"federated":[4],"learning":[5,88],"(FL)":[6],"framework":[7,20],"designed":[8],"to":[9,68],"enhance":[10],"privacy,":[11],"security,":[12],"and":[13,28,41,48,58,76],"efficiency":[14],"in":[15,85],"decentralized":[16,42],"machine":[17],"learning.":[18],"The":[19],"features":[21],"modular":[23],"architecture":[24],"that":[25],"simplifies":[26],"deployment":[27],"customization":[29],"while":[30,73],"supporting":[31],"flexible":[32],"aggregation":[33],"strategies.":[34],"Robust":[35],"security":[36],"mechanisms,":[37],"including":[38],"encrypted":[39],"communication":[40,77],"model":[43,71],"updates,":[44],"ensure":[45],"data":[46],"confidentiality":[47],"integrity.":[49],"Performance":[50],"evaluation":[51],"through":[52],"controlled":[53],"experiments":[54],"on":[55],"image":[56],"classification":[57],"recommendation":[59],"tasks":[60],"across":[61],"multiple":[62],"edge":[63],"devices":[64],"demonstrates":[65],"its":[66],"ability":[67],"achieve":[69],"competitive":[70],"accuracy":[72],"optimizing":[74],"computational":[75],"efficiency.":[78],"These":[79],"findings":[80],"underscore":[81],"the":[82],"framework's":[83],"effectiveness":[84],"privacy-sensitive,":[86],"distributed":[87],"environments.":[89]},"counts_by_year":[],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}
