{"id":"https://openalex.org/W7162677757","doi":"https://doi.org/10.1145/3774905.3794697","title":"Verifiable Dropout: Turning Randomness into a Verifiable Claim","display_name":"Verifiable Dropout: Turning Randomness into a Verifiable Claim","publication_year":2026,"publication_date":"2026-05-28","ids":{"openalex":"https://openalex.org/W7162677757","doi":"https://doi.org/10.1145/3774905.3794697"},"language":null,"primary_location":{"id":"doi:10.1145/3774905.3794697","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774905.3794697","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3774905.3794697","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137258090","display_name":"Kichang Lee","orcid":"https://orcid.org/0000-0001-7276-7196"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kichang Lee","raw_affiliation_strings":["BK21, Intelligent Semiconductor Technology, Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0001-7276-7196","affiliations":[{"raw_affiliation_string":"BK21, Intelligent Semiconductor Technology, Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136769641","display_name":"Sungmin Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sungmin Lee","raw_affiliation_strings":["BK21, Intelligent Semiconductor Technology, Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-1711-5969","affiliations":[{"raw_affiliation_string":"BK21, Intelligent Semiconductor Technology, Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136741177","display_name":"Jaeho Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jaeho Jin","raw_affiliation_strings":["BK21, Intelligent Semiconductor Technology, Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0007-1895-4258","affiliations":[{"raw_affiliation_string":"BK21, Intelligent Semiconductor Technology, Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137271164","display_name":"JeongGil Ko","orcid":"https://orcid.org/0000-0003-0799-4039"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"JeongGil Ko","raw_affiliation_strings":["Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-0799-4039","affiliations":[{"raw_affiliation_string":"Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I193775966"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1517","last_page":"1521"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10772","display_name":"Distributed systems and fault tolerance","score":0.03319999948143959,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10772","display_name":"Distributed systems and fault tolerance","score":0.03319999948143959,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.020099999383091927,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11762","display_name":"Law, Economics, and Judicial Systems","score":0.01769999973475933,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/verifiable-secret-sharing","display_name":"Verifiable secret sharing","score":0.8718000054359436},{"id":"https://openalex.org/keywords/randomness","display_name":"Randomness","score":0.6040999889373779},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.30640000104904175},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.28630000352859497}],"concepts":[{"id":"https://openalex.org/C85847156","wikidata":"https://www.wikidata.org/wiki/Q59015987","display_name":"Verifiable secret sharing","level":3,"score":0.8718000054359436},{"id":"https://openalex.org/C125112378","wikidata":"https://www.wikidata.org/wiki/Q176640","display_name":"Randomness","level":2,"score":0.6040999889373779},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5748999714851379},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.34540000557899475},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.30640000104904175},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.274399995803833},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2572999894618988},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2409999966621399},{"id":"https://openalex.org/C36299963","wikidata":"https://www.wikidata.org/wiki/Q1369844","display_name":"Observability","level":2,"score":0.23309999704360962}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3774905.3794697","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774905.3794697","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3774905.3794697","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774905.3794697","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM Web Conference 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.48127323389053345}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2252150191","https://openalex.org/W3122094680","https://openalex.org/W4402264543","https://openalex.org/W4405220279","https://openalex.org/W4405364782"],"related_works":[],"abstract_inverted_index":{"Modern":[0],"cloud-based":[1],"AI":[2],"training":[3,70,130],"relies":[4],"on":[5,85],"extensive":[6],"telemetry":[7],"and":[8,64,111,149],"logs":[9],"to":[10,22,105,124],"ensure":[11],"accountability.":[12],"While":[13],"these":[14],"audit":[15,125],"trails":[16],"enable":[17],"retrospective":[18],"inspection,":[19],"they":[20],"struggle":[21],"address":[23],"the":[24,113,117,126,144,147],"inherent":[25],"non-determinism":[26],"of":[27,116,128,146],"deep":[28],"learning.":[29],"Stochastic":[30],"operations,":[31],"such":[32],"as":[33,45,92,96],"dropout,":[34],"create":[35],"an":[36,93],"ambiguity":[37],"surface":[38],"where":[39],"attackers":[40],"can":[41],"mask":[42],"malicious":[43],"manipulations":[44],"natural":[46],"random":[47],"variance,":[48],"granting":[49],"them":[50],"plausible":[51],"deniability.":[52],"Consequently,":[53],"existing":[54],"logging":[55],"mechanisms":[56],"cannot":[57],"verify":[58],"whether":[59],"stochastic":[60,129],"values":[61],"were":[62],"generated":[63],"applied":[65],"honestly":[66],"without":[67],"exposing":[68],"sensitive":[69],"data.":[71,150],"To":[72],"close":[73],"this":[74],"integrity":[75,127],"gap,":[76],"we":[77],"introduce":[78],"Verifiable":[79],"Dropout,":[80],"a":[81,97,106],"privacy-preserving":[82],"mechanism":[83],"based":[84],"zero-knowledge":[86],"proofs.":[87],"We":[88],"treat":[89],"stochasticity":[90],"not":[91],"excuse":[94],"but":[95],"verifiable":[98,109],"claim.":[99],"Our":[100],"approach":[101],"binds":[102],"dropout":[103,118],"masks":[104],"deterministic,":[107],"cryptographically":[108],"seed":[110],"proves":[112],"correct":[114],"execution":[115],"operation.":[119],"This":[120],"design":[121],"enables":[122],"users":[123],"steps":[131],"post-hoc,":[132],"ensuring":[133],"that":[134],"randomness":[135],"was":[136],"neither":[137],"biased":[138],"nor":[139],"cherry-picked,":[140],"while":[141],"strictly":[142],"preserving":[143],"confidentiality":[145],"model":[148]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-05-29T00:00:00"}
