{"id":"https://openalex.org/W3137309033","doi":"https://doi.org/10.1109/ccnc49032.2021.9369498","title":"Label Leakage from Gradients in Distributed Machine Learning","display_name":"Label Leakage from Gradients in Distributed Machine Learning","publication_year":2021,"publication_date":"2021-01-09","ids":{"openalex":"https://openalex.org/W3137309033","doi":"https://doi.org/10.1109/ccnc49032.2021.9369498","mag":"3137309033"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc49032.2021.9369498","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc49032.2021.9369498","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th Annual Consumer Communications &amp; Networking Conference (CCNC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5072945278","display_name":"Aidmar Wainakh","orcid":null},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Aidmar Wainakh","raw_affiliation_strings":["Telecooperation Lab, Technical University of Darmstadt, Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telecooperation Lab, Technical University of Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045942483","display_name":"Till M\u00fc\u00dfig","orcid":null},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Till Mussig","raw_affiliation_strings":["Telecooperation Lab, Technical University of Darmstadt, Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telecooperation Lab, Technical University of Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016981964","display_name":"Tim Grube","orcid":"https://orcid.org/0000-0001-6454-1808"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tim Grube","raw_affiliation_strings":["Telecooperation Lab, Technical University of Darmstadt, Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telecooperation Lab, Technical University of Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021712397","display_name":"Max M\u00fchlh\u00e4user","orcid":"https://orcid.org/0000-0003-4713-5327"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Max Muhlhauser","raw_affiliation_strings":["Telecooperation Lab, Technical University of Darmstadt, Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telecooperation Lab, Technical University of Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I31512782"],"apc_list":null,"apc_paid":null,"fwci":2.4907,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.91232066,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9987000226974487,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.789175271987915},{"id":"https://openalex.org/keywords/distributed-learning","display_name":"Distributed learning","score":0.5593321323394775},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.538287878036499},{"id":"https://openalex.org/keywords/leakage","display_name":"Leakage (economics)","score":0.4611085057258606},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.457308292388916},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4529097378253937},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.4476564824581146},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4375791549682617},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42900460958480835},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08903491497039795}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.789175271987915},{"id":"https://openalex.org/C2779582901","wikidata":"https://www.wikidata.org/wiki/Q21013010","display_name":"Distributed learning","level":2,"score":0.5593321323394775},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.538287878036499},{"id":"https://openalex.org/C2777042071","wikidata":"https://www.wikidata.org/wiki/Q6509304","display_name":"Leakage (economics)","level":2,"score":0.4611085057258606},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.457308292388916},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4529097378253937},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.4476564824581146},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4375791549682617},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42900460958480835},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08903491497039795},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/ccnc49032.2021.9369498","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc49032.2021.9369498","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th Annual Consumer Communications &amp; Networking Conference (CCNC)","raw_type":"proceedings-article"},{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:123301","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/123301/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Konferenzver\u00f6ffentlichung"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G107027321","display_name":null,"funder_award_id":"251805230 /GRK 2050","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2051434435","https://openalex.org/W2112796928","https://openalex.org/W2541884796","https://openalex.org/W2630997112","https://openalex.org/W2970408908","https://openalex.org/W3000479830","https://openalex.org/W3118608800","https://openalex.org/W4318619660","https://openalex.org/W6728757088","https://openalex.org/W6764838729","https://openalex.org/W6773039429"],"related_works":["https://openalex.org/W4317941881","https://openalex.org/W4398164851","https://openalex.org/W3035996294","https://openalex.org/W4229067761","https://openalex.org/W4323521275","https://openalex.org/W4220738117","https://openalex.org/W3091296419","https://openalex.org/W2954034773","https://openalex.org/W4322741898","https://openalex.org/W3159168343"],"abstract_inverted_index":{"Empowered":[0],"by":[1,23,41],"the":[2,35,48,51,69,81],"high":[3,84],"connectivity":[4],"of":[5,38,50,71],"manifold":[6],"devices":[7],"in":[8,86],"today's":[9],"world,":[10],"distributed":[11,16],"machine":[12],"learning":[13],"enables":[14],"multiple,":[15],"users":[17],"to":[18,46,67],"build":[19],"a":[20,28],"joint":[21],"model":[22],"sharing":[24,39],"their":[25,56],"gradients":[26,40],"over":[27],"network.":[29],"In":[30],"this":[31],"paper,":[32],"we":[33],"highlight":[34],"privacy":[36],"risk":[37],"proposing":[42],"LLG,":[43],"an":[44,61],"algorithm":[45],"disclose":[47],"labels":[49,82],"users'":[52],"training":[53],"data":[54],"from":[55],"shared":[57],"gradients.":[58],"We":[59],"conduct":[60],"empirical":[62],"analysis":[63],"on":[64],"two":[65],"datasets":[66],"demonstrate":[68],"validity":[70],"our":[72,77],"algorithm.":[73],"Results":[74],"show":[75],"that":[76],"approach":[78],"effectively":[79],"extracts":[80],"with":[83],"accuracy":[85],"different":[87],"scenarios.":[88]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":2}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
