{"id":"https://openalex.org/W4411337695","doi":"https://doi.org/10.1109/sp61157.2025.00249","title":"On the Conflict Between Robustness and Learning in Collaborative Machine Learning","display_name":"On the Conflict Between Robustness and Learning in Collaborative Machine Learning","publication_year":2025,"publication_date":"2025-05-12","ids":{"openalex":"https://openalex.org/W4411337695","doi":"https://doi.org/10.1109/sp61157.2025.00249"},"language":"en","primary_location":{"id":"doi:10.1109/sp61157.2025.00249","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sp61157.2025.00249","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 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/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,Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"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/I4210096592","display_name":"Max Planck Institute for Security and Privacy","ror":"https://ror.org/00bj0r217","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210096592"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carmela Troncoso","raw_affiliation_strings":["MPI-SP,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MPI-SP,Germany","institution_ids":["https://openalex.org/I4210096592"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.673,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.8189053,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"2171","last_page":"2189"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9351999759674072,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9351999759674072,"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/T10320","display_name":"Neural Networks and Applications","score":0.9243000149726868,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9143000245094299,"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/computer-science","display_name":"Computer science","score":0.6917686462402344},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.681879460811615},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.5026237964630127},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48415619134902954},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40872496366500854},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.20759209990501404}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6917686462402344},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.681879460811615},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.5026237964630127},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48415619134902954},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40872496366500854},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.20759209990501404},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sp61157.2025.00249","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sp61157.2025.00249","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Security and Privacy (SP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W2067562626","https://openalex.org/W2103154003","https://openalex.org/W2125908420","https://openalex.org/W2402218985","https://openalex.org/W2752784462","https://openalex.org/W2883059862","https://openalex.org/W2897230576","https://openalex.org/W2963501948","https://openalex.org/W2969788501","https://openalex.org/W2979956265","https://openalex.org/W3012501605","https://openalex.org/W3045674654","https://openalex.org/W3046561551","https://openalex.org/W3135970545","https://openalex.org/W3138597937","https://openalex.org/W3151644976","https://openalex.org/W3192649393","https://openalex.org/W3200042973","https://openalex.org/W3201824817","https://openalex.org/W3202150208","https://openalex.org/W3204548896","https://openalex.org/W3207378505","https://openalex.org/W4206320562","https://openalex.org/W4213446860","https://openalex.org/W4236362309","https://openalex.org/W4288057793","https://openalex.org/W4310852955","https://openalex.org/W4313042636","https://openalex.org/W4318147469","https://openalex.org/W4383753827","https://openalex.org/W4384948726","https://openalex.org/W4385080416","https://openalex.org/W4385289448","https://openalex.org/W4385484978","https://openalex.org/W4385679694","https://openalex.org/W4390025778","https://openalex.org/W6632481002","https://openalex.org/W6639445558","https://openalex.org/W6683272254","https://openalex.org/W6728757088","https://openalex.org/W6738250615","https://openalex.org/W6739088070","https://openalex.org/W6743821447","https://openalex.org/W6748786018","https://openalex.org/W6748805329","https://openalex.org/W6749794497","https://openalex.org/W6752429284","https://openalex.org/W6752600739","https://openalex.org/W6758201434","https://openalex.org/W6760825779","https://openalex.org/W6762462524","https://openalex.org/W6765285020","https://openalex.org/W6770634426","https://openalex.org/W6779468803","https://openalex.org/W6783852812","https://openalex.org/W6787499695","https://openalex.org/W6787633081","https://openalex.org/W6787965313","https://openalex.org/W6799246147","https://openalex.org/W6802512137","https://openalex.org/W6804291720","https://openalex.org/W6838688384","https://openalex.org/W6838979568","https://openalex.org/W6841858489","https://openalex.org/W6849268454","https://openalex.org/W6849405947","https://openalex.org/W6855962516","https://openalex.org/W6856779936"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Collaborative":[0],"Machine":[1],"Learning":[2],"(CML)":[3],"allows":[4],"participants":[5,111],"to":[6,29,65,69,107,180,193],"jointly":[7],"train":[8],"a":[9,39,158],"machine":[10],"learning":[11],"model":[12],"while":[13],"keeping":[14],"their":[15],"training":[16,78],"data":[17],"private.":[18],"In":[19,80],"many":[20],"scenarios":[21],"where":[22,170],"CML":[23,45],"is":[24,37],"seen":[25],"as":[26,33,135],"the":[27,57,77,86,94,98,115,119,151],"solution":[28],"privacy":[30],"issues,":[31],"such":[32,134],"health-related":[34,136],"applications,":[35,166],"safety":[36],"also":[38],"primary":[40],"concern.":[41],"To":[42],"ensure":[43],"that":[44,49,74,85,173],"processes":[46],"produce":[47],"models":[48],"output":[50],"correct":[51],"and":[52,164],"reliable":[53],"decisions":[54],"even":[55],"in":[56,93,105,140,145],"presence":[58],"of":[59,90,100,117,121,153,160],"potentially":[60],"untrusted":[61],"participants,":[62],"researchers":[63],"propose":[64],"use":[66],"robust":[67,91,127,162,176],"aggregators":[68,92,128,163,177],"filter":[70],"out":[71],"malicious":[72],"contributions":[73],"negatively":[75],"influence":[76],"process.":[79],"this":[81],"paper,":[82],"we":[83,171],"prove":[84],"two":[87],"prevalent":[88],"forms":[89],"literature":[95],"cannot":[96],"eliminate":[97],"risk":[99,116],"compromise":[101],"without":[102],"preventing":[103],"learning:":[104],"order":[106],"learn":[108],"from":[109],"collaboration,":[110],"must":[112],"always":[113],"accept":[114],"being":[118],"subject":[120],"harmful":[122],"adversarial":[123],"manipulation.":[124],"Therefore,":[125],"these":[126],"are":[129],"unsuitable":[130],"for":[131],"high-stake":[132],"applications":[133],"or":[137,188],"autonomous":[138],"driving":[139],"which":[141],"errors":[142],"can":[143,178,183,189],"result":[144],"physical":[146],"harm.":[147],"We":[148],"empirically":[149],"demonstrate":[150],"correctness":[152],"our":[154],"theoretical":[155],"findings":[156],"on":[157],"selection":[159],"existing":[161,175],"relevant":[165],"including":[167],"end-to-end":[168],"results":[169],"show":[172],"using":[174],"lead":[179],"an":[181],"adversary":[182],"cause":[184,190],"incorrect":[185],"medical":[186],"diagnosis":[187],"self-driving":[191],"cars":[192],"miss":[194],"turns.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
