{"id":"https://openalex.org/W4385080416","doi":"https://doi.org/10.1109/sp46215.2023.10179291","title":"On the (In)security of Peer-to-Peer Decentralized Machine Learning","display_name":"On the (In)security of Peer-to-Peer Decentralized Machine Learning","publication_year":2023,"publication_date":"2023-05-01","ids":{"openalex":"https://openalex.org/W4385080416","doi":"https://doi.org/10.1109/sp46215.2023.10179291"},"language":"en","primary_location":{"id":"doi:10.1109/sp46215.2023.10179291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sp46215.2023.10179291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Symposium on Security and Privacy (SP)","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/A5010805376","display_name":"Dario Pasquini","orcid":"https://orcid.org/0000-0003-0248-6043"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Dario Pasquini","raw_affiliation_strings":["EPFL,SPRING Lab,Switzerland","SPRING Lab, EPFL, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EPFL,SPRING Lab,Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"SPRING Lab, EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081066666","display_name":"Mathilde Raynal","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mathilde Raynal","raw_affiliation_strings":["EPFL,SPRING Lab,Switzerland","SPRING Lab, EPFL, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EPFL,SPRING Lab,Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"SPRING Lab, EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072857797","display_name":"Carmela Troncoso","orcid":"https://orcid.org/0000-0002-2374-2248"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Carmela Troncoso","raw_affiliation_strings":["EPFL,SPRING Lab,Switzerland","SPRING Lab, EPFL, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EPFL,SPRING Lab,Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"SPRING Lab, EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":4.7913,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.96174636,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"418","last_page":"436"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9991000294685364,"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/T10237","display_name":"Cryptography and Data Security","score":0.9986000061035156,"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/peer-to-peer","display_name":"Peer-to-peer","score":0.6853227019309998},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6782890558242798},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5066495537757874},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3102174997329712}],"concepts":[{"id":"https://openalex.org/C534932454","wikidata":"https://www.wikidata.org/wiki/Q161410","display_name":"Peer-to-peer","level":2,"score":0.6853227019309998},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6782890558242798},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5066495537757874},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3102174997329712}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sp46215.2023.10179291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sp46215.2023.10179291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Symposium on Security and Privacy (SP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320326958","display_name":"Fondation Botnar","ror":"https://ror.org/033ztm745"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":112,"referenced_works":["https://openalex.org/W1834982738","https://openalex.org/W2052518690","https://openalex.org/W2118858186","https://openalex.org/W2127134926","https://openalex.org/W2194775991","https://openalex.org/W2337093093","https://openalex.org/W2512940382","https://openalex.org/W2535690855","https://openalex.org/W2617960902","https://openalex.org/W2748789698","https://openalex.org/W2752689052","https://openalex.org/W2784621220","https://openalex.org/W2786233556","https://openalex.org/W2789911054","https://openalex.org/W2795435272","https://openalex.org/W2900120080","https://openalex.org/W2904190483","https://openalex.org/W2911978475","https://openalex.org/W2913243576","https://openalex.org/W2930926105","https://openalex.org/W2945262235","https://openalex.org/W2949003697","https://openalex.org/W2950111746","https://openalex.org/W2952964295","https://openalex.org/W2963456518","https://openalex.org/W2963819344","https://openalex.org/W2969231791","https://openalex.org/W2970408908","https://openalex.org/W2980046802","https://openalex.org/W2999905431","https://openalex.org/W3020982436","https://openalex.org/W3038057116","https://openalex.org/W3047079385","https://openalex.org/W3094356870","https://openalex.org/W3118608800","https://openalex.org/W3132138018","https://openalex.org/W3158567365","https://openalex.org/W3171646143","https://openalex.org/W3175192640","https://openalex.org/W3179191465","https://openalex.org/W3181779774","https://openalex.org/W3194794012","https://openalex.org/W3212079419","https://openalex.org/W3212234545","https://openalex.org/W3212378239","https://openalex.org/W3213185541","https://openalex.org/W3214474508","https://openalex.org/W4221164659","https://openalex.org/W4286795646","https://openalex.org/W4287120654","https://openalex.org/W4287554910","https://openalex.org/W4287670603","https://openalex.org/W4287822453","https://openalex.org/W4288057780","https://openalex.org/W4288578242","https://openalex.org/W4294106961","https://openalex.org/W4299301436","https://openalex.org/W4308410483","https://openalex.org/W4308643663","https://openalex.org/W4309953431","https://openalex.org/W4385412495","https://openalex.org/W6638847596","https://openalex.org/W6677919164","https://openalex.org/W6725823419","https://openalex.org/W6728757088","https://openalex.org/W6738250615","https://openalex.org/W6743581629","https://openalex.org/W6743821447","https://openalex.org/W6745868421","https://openalex.org/W6747553010","https://openalex.org/W6747855403","https://openalex.org/W6748544923","https://openalex.org/W6748786018","https://openalex.org/W6753124209","https://openalex.org/W6755988804","https://openalex.org/W6757172675","https://openalex.org/W6758455886","https://openalex.org/W6758557334","https://openalex.org/W6762326562","https://openalex.org/W6763183298","https://openalex.org/W6764183248","https://openalex.org/W6764838729","https://openalex.org/W6765843025","https://openalex.org/W6767074001","https://openalex.org/W6769380244","https://openalex.org/W6771536673","https://openalex.org/W6774804355","https://openalex.org/W6775482175","https://openalex.org/W6775563089","https://openalex.org/W6784311791","https://openalex.org/W6784390793","https://openalex.org/W6786597537","https://openalex.org/W6786902081","https://openalex.org/W6787499695","https://openalex.org/W6787972765","https://openalex.org/W6791673544","https://openalex.org/W6796096428","https://openalex.org/W6796520782","https://openalex.org/W6798377121","https://openalex.org/W6800358597","https://openalex.org/W6802409679","https://openalex.org/W6802490538","https://openalex.org/W6802973568","https://openalex.org/W6803014478","https://openalex.org/W6803316053","https://openalex.org/W6803923983","https://openalex.org/W6804113497","https://openalex.org/W6809887734","https://openalex.org/W6810277026","https://openalex.org/W6839089792","https://openalex.org/W6846822395","https://openalex.org/W6849918048"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2002490650","https://openalex.org/W2322032246","https://openalex.org/W2057688614","https://openalex.org/W2067368164"],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"we":[3],"carry":[4],"out":[5],"the":[6,21,67,74,99,102,120,127,130],"first,":[7],"in-depth,":[8],"privacy":[9,78],"analysis":[10],"of":[11,24,31,101,108,129],"Decentralized":[12],"Learning\u2014a":[13],"collaborative":[14],"machine":[15],"learning":[16,51,54,110],"framework":[17],"aimed":[18],"at":[19],"addressing":[20],"main":[22],"limitations":[23],"federated":[25,62,121],"learning.":[26,63],"We":[27,41,94],"introduce":[28],"a":[29],"suite":[30],"novel":[32],"attacks":[33,79],"for":[34],"both":[35],"passive":[36],"and":[37,84,123],"active":[38],"decentralized":[39,50,53,109,131],"adversaries.":[40],"demonstrate":[42],"that,":[43,97],"contrary":[44],"to":[45,76],"what":[46],"is":[47],"claimed":[48],"by":[49],"proposers,":[52],"does":[55],"not":[56],"offer":[57],"any":[58,71,116],"security":[59],"advantage":[60,118],"over":[61,89,119],"Rather,":[64],"it":[65],"increases":[66],"attack":[68],"surface":[69],"enabling":[70],"user":[72],"in":[73,104],"system":[75],"perform":[77],"such":[80],"as":[81],"gradient":[82],"inversion,":[83],"even":[85],"gain":[86],"full":[87],"control":[88],"honest":[90],"users\u2019":[91],"local":[92],"model.":[93],"also":[95],"show":[96],"given":[98],"state":[100],"art":[103],"protections,":[105],"privacy-preserving":[106],"configurations":[107],"require":[111],"fully":[112],"connected":[113],"networks,":[114],"losing":[115],"practical":[117],"setup":[122],"therefore":[124],"completely":[125],"defeating":[126],"objective":[128],"approach.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
