{"id":"https://openalex.org/W4386268613","doi":"https://doi.org/10.1093/bioinformatics/btad531","title":"Accessibility of covariance information creates vulnerability in Federated Learning frameworks","display_name":"Accessibility of covariance information creates vulnerability in Federated Learning frameworks","publication_year":2023,"publication_date":"2023-08-29","ids":{"openalex":"https://openalex.org/W4386268613","doi":"https://doi.org/10.1093/bioinformatics/btad531","pmid":"https://pubmed.ncbi.nlm.nih.gov/37647639"},"language":"en","primary_location":{"id":"doi:10.1093/bioinformatics/btad531","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btad531","pdf_url":"https://academic.oup.com/bioinformatics/advance-article-pdf/doi/10.1093/bioinformatics/btad531/51308763/btad531.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/bioinformatics/advance-article-pdf/doi/10.1093/bioinformatics/btad531/51308763/btad531.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020467879","display_name":"Manuel Huth","orcid":"https://orcid.org/0009-0004-4518-5704"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]},{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Munich","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Manuel Huth","raw_affiliation_strings":["Institute of Computational Biology, Helmholtz Munich , Neuherberg 85764, Germany","Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany","Faculty of Mathematics and Natural Sciences, University of Bonn, Endenicher Allee 64, 53115, Bonn, Germany"],"raw_orcid":"https://orcid.org/0009-0004-4518-5704","affiliations":[{"raw_affiliation_string":"Institute of Computational Biology, Helmholtz Munich , Neuherberg 85764, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany","institution_ids":["https://openalex.org/I135140700"]},{"raw_affiliation_string":"Faculty of Mathematics and Natural Sciences, University of Bonn, Endenicher Allee 64, 53115, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103005474","display_name":"Jonas Arruda","orcid":"https://orcid.org/0009-0008-9644-5771"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonas Arruda","raw_affiliation_strings":["Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034436939","display_name":"Roy Gusinow","orcid":"https://orcid.org/0000-0002-0044-2613"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]},{"id":"https://openalex.org/I3018134672","display_name":"Helmholtz Munich","ror":"https://ror.org/00cfam450","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I3018134672"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Roy Gusinow","raw_affiliation_strings":["Institute of Computational Biology, Helmholtz Munich , Neuherberg 85764, Germany","Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany","Faculty of Mathematics and Natural Sciences, University of Bonn, Endenicher Allee 64, 53115, Bonn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computational Biology, Helmholtz Munich , Neuherberg 85764, Germany","institution_ids":["https://openalex.org/I3018134672"]},{"raw_affiliation_string":"Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany","institution_ids":["https://openalex.org/I135140700"]},{"raw_affiliation_string":"Faculty of Mathematics and Natural Sciences, University of Bonn, Endenicher Allee 64, 53115, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089813469","display_name":"Lorenzo Contento","orcid":"https://orcid.org/0000-0002-7901-2172"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lorenzo Contento","raw_affiliation_strings":["Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7901-2172","affiliations":[{"raw_affiliation_string":"Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037930524","display_name":"Evelina Tacconelli","orcid":"https://orcid.org/0000-0003-2010-4977"},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Evelina Tacconelli","raw_affiliation_strings":["Division of Infectious Diseases, Department of Diagnostics and Public Health, University of Verona , Verona 37124, Italy","Department of Diagnostics and Public Health, Division of Infectious Diseases, University of Verona, Verona, Street, 37124, Italy"],"raw_orcid":"https://orcid.org/0000-0003-2010-4977","affiliations":[{"raw_affiliation_string":"Division of Infectious Diseases, Department of Diagnostics and Public Health, University of Verona , Verona 37124, Italy","institution_ids":["https://openalex.org/I119439378"]},{"raw_affiliation_string":"Department of Diagnostics and Public Health, Division of Infectious Diseases, University of Verona, Verona, Street, 37124, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063254041","display_name":"Jan Hasenauer","orcid":"https://orcid.org/0000-0002-4935-3312"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Jan Hasenauer","raw_affiliation_strings":["Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4935-3312","affiliations":[{"raw_affiliation_string":"Life and Medical Sciences Institute, Faculty of Mathematics and Natural Sciences, University of Bonn , Bonn 53115, Germany","institution_ids":["https://openalex.org/I135140700"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063254041"],"corresponding_institution_ids":["https://openalex.org/I135140700"],"apc_list":{"value":3618,"currency":"USD","value_usd":3618},"apc_paid":{"value":3618,"currency":"USD","value_usd":3618},"fwci":0.9123,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.79125366,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"39","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9746000170707703,"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":0.9746000170707703,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.0035000001080334187,"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/T14347","display_name":"Big Data and Digital Economy","score":0.0017999999690800905,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8534719944000244},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.6564391255378723},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5368177890777588},{"id":"https://openalex.org/keywords/covariance","display_name":"Covariance","score":0.5271731615066528},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.5025436878204346},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.44122645258903503},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4374859929084778},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.4275748133659363},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.42520010471343994},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.412987619638443},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.39546793699264526},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.16839715838432312},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.0933620035648346}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8534719944000244},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.6564391255378723},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5368177890777588},{"id":"https://openalex.org/C178650346","wikidata":"https://www.wikidata.org/wiki/Q201984","display_name":"Covariance","level":2,"score":0.5271731615066528},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.5025436878204346},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.44122645258903503},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4374859929084778},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.4275748133659363},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.42520010471343994},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.412987619638443},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.39546793699264526},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16839715838432312},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0933620035648346},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"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/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","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}],"mesh":[{"descriptor_ui":"D000078332","descriptor_name":"Data Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000078332","descriptor_name":"Data Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000078332","descriptor_name":"Data Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1093/bioinformatics/btad531","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btad531","pdf_url":"https://academic.oup.com/bioinformatics/advance-article-pdf/doi/10.1093/bioinformatics/btad531/51308763/btad531.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},{"id":"pmid:37647639","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37647639","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics (Oxford, England)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10516515","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10516515","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10516515/pdf/btad531.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Bioinformatics","raw_type":"Text"},{"id":"pmh:oai:push-zb.helmholtz-munich.de:68617","is_oa":true,"landing_page_url":"https://push-zb.helmholtz-munich.de/frontdoor.php?source_opus=68617","pdf_url":null,"source":{"id":"https://openalex.org/S7407055352","display_name":"PuSH - Publication Server of Helmholtz Zentrum M\u00fcnchen","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":"Bioinformatics 39:9 (2023)","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1093/bioinformatics/btad531","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btad531","pdf_url":"https://academic.oup.com/bioinformatics/advance-article-pdf/doi/10.1093/bioinformatics/btad531/51308763/btad531.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7799999713897705}],"awards":[{"id":"https://openalex.org/G1521016025","display_name":"EXC 2047: Hausdorff Center for Mathematics (HCM)","funder_award_id":"390685813","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G434337789","display_name":null,"funder_award_id":"HORIZON2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4549622993","display_name":null,"funder_award_id":"EXC 2151","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G591746060","display_name":null,"funder_award_id":"EXC-2047","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G838507393","display_name":"Connecting European Cohorts to Increase Common and Effective Response to SARS-CoV-2 Pandemic: ORCHESTRA","funder_award_id":"101016167","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8796401741","display_name":"EXC 2151: ImmunoSensation2  the immune sensory system","funder_award_id":"390873048","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320324900","display_name":"Rheinische Friedrich-Wilhelms-Universit\u00e4t Bonn","ror":"https://ror.org/041nas322"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4386268613.pdf"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2903777941","https://openalex.org/W3019945581","https://openalex.org/W3086570102","https://openalex.org/W3114953370","https://openalex.org/W3121068093","https://openalex.org/W3133434317","https://openalex.org/W3151167016","https://openalex.org/W3152318336","https://openalex.org/W3164573547","https://openalex.org/W3172018708","https://openalex.org/W3192478323","https://openalex.org/W3200840849","https://openalex.org/W3211355506","https://openalex.org/W3213758553","https://openalex.org/W4205228770","https://openalex.org/W4211259066","https://openalex.org/W4282045368","https://openalex.org/W4287822453","https://openalex.org/W4289783200","https://openalex.org/W4302018437","https://openalex.org/W4317639489","https://openalex.org/W6775563089","https://openalex.org/W6803951002"],"related_works":["https://openalex.org/W3038283795","https://openalex.org/W2604501336","https://openalex.org/W2734500670","https://openalex.org/W2558166297","https://openalex.org/W2315671126","https://openalex.org/W798507144","https://openalex.org/W2964481303","https://openalex.org/W1751413323","https://openalex.org/W2571704763","https://openalex.org/W3206394311"],"abstract_inverted_index":{"MOTIVATION:":[0],"Federated":[1],"Learning":[2],"(FL)":[3],"is":[4,93,157],"gaining":[5],"traction":[6],"in":[7,22,78,126,131,154],"various":[8],"fields":[9],"as":[10,21],"it":[11],"enables":[12],"integrative":[13],"data":[14,28,65],"analysis":[15],"without":[16],"sharing":[17],"sensitive":[18],"data,":[19],"such":[20],"healthcare.":[23],"However,":[24],"the":[25,64,90,105,116,132,155,160],"risk":[26],"of":[27,107,118,134],"leakage":[29],"caused":[30],"by":[31],"malicious":[32],"attacks":[33],"must":[34],"be":[35],"considered.":[36],"In":[37],"this":[38,127],"study,":[39],"we":[40,152],"introduce":[41],"a":[42],"novel":[43,123],"attack":[44,91],"algorithm":[45,92],"that":[46,71,98],"relies":[47],"on":[48,63],"being":[49],"able":[50],"to":[51,85,95],"compute":[52],"sample":[53,55],"means,":[54],"covariances,":[56],"and":[57,110],"construct":[58],"known":[59],"linearly":[60],"independent":[61],"vectors":[62],"owner":[66],"side.":[67],"RESULTS:":[68],"We":[69,103],"show":[70],"these":[72],"basic":[73],"functionalities,":[74],"which":[75,151],"are":[76,83,143],"available":[77,158],"several":[79],"established":[80],"FL":[81,135],"frameworks,":[82],"sufficient":[84],"reconstruct":[86],"privacy-protected":[87],"data.":[88],"Additionally,":[89],"robust":[94],"defense":[96,113],"strategies":[97,114],"involve":[99],"adding":[100],"random":[101],"noise.":[102],"demonstrate":[104],"limitations":[106],"existing":[108],"frameworks":[109],"propose":[111],"potential":[112],"analyzing":[115],"implications":[117],"using":[119],"differential":[120],"privacy.":[121],"The":[122,140,148],"insights":[124],"presented":[125],"study":[128],"will":[129],"aid":[130],"improvement":[133],"frameworks.":[136],"AVAILABILITY":[137],"AND":[138],"IMPLEMENTATION:":[139],"code":[141],"examples":[142],"provided":[144],"at":[145],"GitHub":[146],"(https://github.com/manuhuth/Data-Leakage-From-Covariances.git).":[147],"CNSIM1":[149],"dataset,":[150],"used":[153],"manuscript,":[156],"within":[159],"DSData":[161],"R":[162],"package":[163],"(https://github.com/datashield/DSData/tree/main/data).":[164]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}
