{"id":"https://openalex.org/W4385644366","doi":"https://doi.org/10.48550/arxiv.2308.02219","title":"Federated Learning: Organizational Opportunities, Challenges, and Adoption Strategies","display_name":"Federated Learning: Organizational Opportunities, Challenges, and Adoption Strategies","publication_year":2023,"publication_date":"2023-08-04","ids":{"openalex":"https://openalex.org/W4385644366","doi":"https://doi.org/10.48550/arxiv.2308.02219"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2308.02219","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2308.02219","pdf_url":"https://arxiv.org/pdf/2308.02219","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2308.02219","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011748130","display_name":"Joaqu\u00edn Delgado Fern\u00e1ndez","orcid":"https://orcid.org/0000-0003-1326-6134"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fernandez, Joaquin Delgado","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016635347","display_name":"Martin Brennecke","orcid":"https://orcid.org/0000-0002-1364-8119"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Brennecke, Martin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065155590","display_name":"Tom Barbereau","orcid":"https://orcid.org/0000-0002-8554-0991"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Barbereau, Tom","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043556093","display_name":"Alexander Rieger","orcid":"https://orcid.org/0000-0001-7996-4678"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rieger, Alexander","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5068519643","display_name":"Gilbert Fridgen","orcid":"https://orcid.org/0000-0001-7037-4807"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fridgen, Gilbert","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.964900016784668,"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/T10953","display_name":"E-Government and Public Services","score":0.9484999775886536,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.7193643450737},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5692779421806335},{"id":"https://openalex.org/keywords/knowledge-sharing","display_name":"Knowledge sharing","score":0.5592164397239685},{"id":"https://openalex.org/keywords/organizational-learning","display_name":"Organizational learning","score":0.5439496040344238},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.438687264919281},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3776838779449463},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.12750095129013062}],"concepts":[{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.7193643450737},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5692779421806335},{"id":"https://openalex.org/C2776604539","wikidata":"https://www.wikidata.org/wiki/Q6423395","display_name":"Knowledge sharing","level":2,"score":0.5592164397239685},{"id":"https://openalex.org/C169735623","wikidata":"https://www.wikidata.org/wiki/Q1430172","display_name":"Organizational learning","level":2,"score":0.5439496040344238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.438687264919281},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3776838779449463},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12750095129013062}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2308.02219","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2308.02219","pdf_url":"https://arxiv.org/pdf/2308.02219","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2308.02219","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2308.02219","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2308.02219","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2308.02219","pdf_url":"https://arxiv.org/pdf/2308.02219","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"","raw_type":"text"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.5}],"awards":[{"id":"https://openalex.org/G5107430903","display_name":null,"funder_award_id":"13342933","funder_id":"https://openalex.org/F4320321038","funder_display_name":"Fonds National de la Recherche Luxembourg"},{"id":"https://openalex.org/G8865367451","display_name":"Medical Device Obligations Taskforce","funder_award_id":"814654","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321038","display_name":"Fonds National de la Recherche Luxembourg","ror":"https://ror.org/039z13y21"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385644366.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3114154697","https://openalex.org/W1547577918","https://openalex.org/W2013494527","https://openalex.org/W1985378821","https://openalex.org/W91279511","https://openalex.org/W2099974807","https://openalex.org/W3008366965","https://openalex.org/W2737514969","https://openalex.org/W2292220430","https://openalex.org/W3143745358"],"abstract_inverted_index":{"Restrictive":[0],"rules":[1],"for":[2,63,131],"data":[3,38,82],"sharing":[4],"in":[5,90],"many":[6],"industries":[7],"have":[8],"led":[9],"to":[10,26,33,81,114],"the":[11,31,47,64],"development":[12,107],"of":[13,50,66,72],"federated":[14,51,67,115,122],"learning.":[15,116],"Federated":[16],"learning":[17,52,123],"is":[18],"a":[19,60],"machine-learning":[20],"technique":[21],"that":[22,121],"allows":[23],"distributed":[24],"clients":[25],"train":[27],"models":[28],"collaboratively":[29],"without":[30],"need":[32],"share":[34],"their":[35,75],"respective":[36],"training":[37],"with":[39,127],"others.":[40],"In":[41],"this":[42],"paper,":[43],"we":[44,58,119],"first":[45],"explore":[46],"technical":[48],"foundations":[49],"and":[53,79,106],"its":[54],"organizational":[55,125],"opportunities.":[56],"Second,":[57],"present":[59],"conceptual":[61],"framework":[62],"adoption":[65],"learning,":[68],"mapping":[69],"four":[70],"types":[71],"organizations":[73,89],"by":[74],"artificial":[76],"intelligence":[77],"capabilities":[78],"limits":[80],"sharing.":[83],"We":[84],"then":[85],"discuss":[86],"why":[87],"exemplary":[88],"different":[91,112],"contexts":[92],"-":[93,109],"including":[94],"public":[95],"authorities,":[96],"financial":[97],"service":[98],"providers,":[99],"manufacturing":[100],"companies,":[101],"as":[102,104],"well":[103],"research":[105],"consortia":[108],"might":[110],"consider":[111],"approaches":[113],"To":[117],"conclude,":[118],"argue":[120],"presents":[124],"challenges":[126],"ample":[128],"interdisciplinary":[129],"opportunities":[130],"information":[132],"systems":[133],"researchers.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-11T18:08:03.149640","created_date":"2023-08-08T00:00:00"}