{"id":"https://openalex.org/W4413679777","doi":"https://doi.org/10.1109/csr64739.2025.11130097","title":"On Learning with Confidentiality through Encrypted AI Pipelines","display_name":"On Learning with Confidentiality through Encrypted AI Pipelines","publication_year":2025,"publication_date":"2025-08-04","ids":{"openalex":"https://openalex.org/W4413679777","doi":"https://doi.org/10.1109/csr64739.2025.11130097"},"language":"en","primary_location":{"id":"doi:10.1109/csr64739.2025.11130097","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csr64739.2025.11130097","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Cyber Security and Resilience (CSR)","raw_type":"proceedings-article"},"type":"article","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/A5019541472","display_name":"Theodora Anastasiou","orcid":"https://orcid.org/0000-0002-9766-9338"},"institutions":[{"id":"https://openalex.org/I163151358","display_name":"Cyprus University of Technology","ror":"https://ror.org/05qt8tf94","country_code":"CY","type":"education","lineage":["https://openalex.org/I163151358"]}],"countries":["CY"],"is_corresponding":true,"raw_author_name":"Theodora Anastasiou","raw_affiliation_strings":["UBITECH LTD,Limassol,Cyprus"],"affiliations":[{"raw_affiliation_string":"UBITECH LTD,Limassol,Cyprus","institution_ids":["https://openalex.org/I163151358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008866259","display_name":"Stavroula Iatropoulou","orcid":null},"institutions":[{"id":"https://openalex.org/I163151358","display_name":"Cyprus University of Technology","ror":"https://ror.org/05qt8tf94","country_code":"CY","type":"education","lineage":["https://openalex.org/I163151358"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Stavroula Iatropoulou","raw_affiliation_strings":["UBITECH LTD,Limassol,Cyprus"],"affiliations":[{"raw_affiliation_string":"UBITECH LTD,Limassol,Cyprus","institution_ids":["https://openalex.org/I163151358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072001501","display_name":"\u03a3\u03bf\u03c6\u03af\u03b1 \u039a\u03b1\u03c1\u03b1\u03b3\u03b9\u03ce\u03c1\u03b3\u03bf\u03c5","orcid":"https://orcid.org/0000-0002-1099-8463"},"institutions":[{"id":"https://openalex.org/I163151358","display_name":"Cyprus University of Technology","ror":"https://ror.org/05qt8tf94","country_code":"CY","type":"education","lineage":["https://openalex.org/I163151358"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Sophia Karagiorgou","raw_affiliation_strings":["UBITECH LTD,Limassol,Cyprus"],"affiliations":[{"raw_affiliation_string":"UBITECH LTD,Limassol,Cyprus","institution_ids":["https://openalex.org/I163151358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019541472"],"corresponding_institution_ids":["https://openalex.org/I163151358"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12915455,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"861","last_page":"866"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9320999979972839,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9320999979972839,"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/T10237","display_name":"Cryptography and Data Security","score":0.91839998960495,"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":0.6928153038024902},{"id":"https://openalex.org/keywords/confidentiality","display_name":"Confidentiality","score":0.6647392511367798},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.651527464389801},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.4763205945491791},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3871978223323822},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34713369607925415},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12367621064186096}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6928153038024902},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.6647392511367798},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.651527464389801},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.4763205945491791},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3871978223323822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34713369607925415},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12367621064186096},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/csr64739.2025.11130097","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csr64739.2025.11130097","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Cyber Security and Resilience (CSR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320330084","display_name":"Research and Innovation Foundation","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W1531601525","https://openalex.org/W2091483479"],"abstract_inverted_index":{"In":[0],"the":[1,74,131,135,144,149,152,163,169,174,197],"current":[2],"accelerated":[3],"technological":[4],"ecosystem":[5],"driven":[6],"by":[7],"advancements":[8],"in":[9,162,168],"Artificial":[10],"Intelligence":[11],"(AI)":[12],"and":[13,27,45,62,87,102,111,140,166,201],"Machine":[14],"Learning":[15],"(ML),":[16],"there":[17,48],"is":[18,49],"an":[19],"articulated":[20],"demand":[21],"for":[22,134],"secure":[23],"data":[24,36,65,110],"operations":[25],"(DataOps)":[26],"learning":[28],"(AIOps":[29],"or":[30],"MLOps).":[31],"The":[32,95,155],"compromise":[33],"of":[34,137,151,177,199],"sensitive":[35,64,146],"can":[37],"lead":[38],"to":[39,42,53,55,59,84,108,115,124],"irreparable":[40],"harm":[41],"both":[43,160],"individuals":[44],"organizations.":[46],"Consequently,":[47],"a":[50,81,181],"critical":[51],"need":[52],"adhere":[54],"various":[56],"constraints":[57],"designed":[58],"securely":[60],"process":[61],"analyze":[63],"without":[66,142],"revealing":[67,143],"any":[68],"pertinent":[69],"information.":[70],"This":[71,179],"work":[72],"introduces":[73],"Private":[75],"AI/ML":[76,113,122],"Operations":[77],"Flow,":[78],"which":[79],"develops":[80],"framework":[82,96,132],"able":[83],"perform":[85],"descriptive":[86],"predictive":[88],"analytics":[89],"with":[90,118,173,186],"confidentiality":[91,150],"over":[92],"learnt":[93,153],"patterns.":[94,154],"utilizes":[97],"Fully":[98],"Homomorphic":[99],"Encryption":[100,105],"(FHE)":[101],"Order":[103],"Revealing":[104],"(ORE)":[106],"schemes":[107],"encrypt":[109],"trains":[112],"algorithms":[114,123],"learn":[116],"patterns":[117,139],"privacy.":[119],"By":[120],"enabling":[121],"be":[125],"trained":[126],"directly":[127],"on":[128],"encrypted":[129],"data,":[130],"allows":[133],"discovery":[136],"valuable":[138],"insights":[141],"underlying":[145],"information,":[147],"preserving":[148],"proposed":[156],"methodology":[157],"emphasizes":[158],"maintaining":[159],"accuracy":[161],"analytical":[164],"results":[165],"efficiency":[167],"operational":[170],"processes,":[171],"even":[172],"added":[175],"operation":[176],"encryption.":[178],"addresses":[180],"key":[182],"concern":[183],"often":[184],"associated":[185],"privacy-preserving":[187],"techniques,":[188],"demonstrating":[189],"that":[190],"security":[191],"does":[192],"not":[193],"necessarily":[194],"come":[195],"at":[196],"cost":[198],"performance":[200],"usability.":[202]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
