{"id":"https://openalex.org/W7130552025","doi":"https://doi.org/10.1109/ictc66702.2025.11389013","title":"Privacy-Preserving Transfer Learning using Learnable Encryption","display_name":"Privacy-Preserving Transfer Learning using Learnable Encryption","publication_year":2025,"publication_date":"2025-10-14","ids":{"openalex":"https://openalex.org/W7130552025","doi":"https://doi.org/10.1109/ictc66702.2025.11389013"},"language":null,"primary_location":{"id":"doi:10.1109/ictc66702.2025.11389013","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc66702.2025.11389013","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 16th International Conference on Information and Communication Technology Convergence (ICTC)","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/A5077748142","display_name":"Ijaz Ahmad","orcid":"https://orcid.org/0000-0002-6022-7413"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ijaz Ahmad","raw_affiliation_strings":["Korea University,Dept. of Electrical and Computer Engineering,Seoul,Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea University,Dept. of Electrical and Computer Engineering,Seoul,Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041027404","display_name":"Junsu Kim","orcid":"https://orcid.org/0000-0001-9583-7978"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Joongheon Kim","raw_affiliation_strings":["Korea University,Dept. of Electrical and Computer Engineering,Seoul,Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea University,Dept. of Electrical and Computer Engineering,Seoul,Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009170109","display_name":"Seokjoo Shin","orcid":"https://orcid.org/0000-0003-2092-1336"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seokjoo Shin","raw_affiliation_strings":["Chosun University,Dept. of Computer Engineering,Gwangju,Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chosun University,Dept. of Computer Engineering,Gwangju,Korea","institution_ids":["https://openalex.org/I152238500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":"1920","last_page":"1923"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.6255000233650208,"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":0.6255000233650208,"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":0.21580000221729279,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.02160000056028366,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.6805999875068665},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5885999798774719},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5236999988555908},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5135999917984009},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5134000182151794},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4821999967098236},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.4092999994754791}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7616000175476074},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.6805999875068665},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5885999798774719},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5236999988555908},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5135999917984009},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5134000182151794},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49000000953674316},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4821999967098236},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.424699991941452},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.4092999994754791},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.36739999055862427},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.33640000224113464},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.30970001220703125},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.30799999833106995},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.30239999294281006},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.29649999737739563},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.2874000072479248},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2840000092983246},{"id":"https://openalex.org/C18396474","wikidata":"https://www.wikidata.org/wiki/Q2465888","display_name":"Secure multi-party computation","level":3,"score":0.2768000066280365},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.26829999685287476},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2524000108242035}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc66702.2025.11389013","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc66702.2025.11389013","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 16th International Conference on Information and Communication Technology Convergence (ICTC)","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":10,"referenced_works":["https://openalex.org/W2964335264","https://openalex.org/W2995164854","https://openalex.org/W3021026170","https://openalex.org/W4205864850","https://openalex.org/W4285284940","https://openalex.org/W4319983276","https://openalex.org/W4396217726","https://openalex.org/W4399119681","https://openalex.org/W4409223209","https://openalex.org/W4412130179"],"related_works":[],"abstract_inverted_index":{"In":[0],"a":[1,95,107,115],"cloud-edge":[2],"collaboration":[3],"for":[4,29],"Internet-of-Things":[5],"(IoT),":[6],"transfer":[7,98],"learning":[8,99],"can":[9,124],"significantly":[10],"enhance":[11],"personalized":[12,122],"context":[13,123],"learning.":[14],"This":[15,80],"approach":[16],"allows":[17],"models":[18],"trained":[19],"on":[20,102],"broader":[21],"datasets":[22],"in":[23,76,114,134],"the":[24,35,48,57,63,77,87,139],"cloud":[25],"to":[26,38,52,71,85,105,110,144],"be":[27,60,125],"adapted":[28],"specific":[30],"devices":[31],"and":[32,41,73],"scenarios":[33],"at":[34],"edge,":[36],"leading":[37],"more":[39],"accurate":[40],"efficient":[42],"Artificial":[43],"Intelligence":[44],"(AI)":[45],"applications":[46],"within":[47,127],"IoT":[49],"ecosystem.":[50],"However,":[51],"comply":[53],"with":[54],"privacy":[55],"regulations,":[56],"data":[58,69,112],"must":[59],"protected":[61],"throughout":[62],"AI":[64],"development":[65],"lifecycle,":[66],"from":[67,142],"collecting":[68],"initially":[70],"storing":[72],"using":[74],"it":[75],"final":[78],"model.":[79],"necessitates":[81],"privacy-preserving":[82,97,116],"computation":[83],"techniques":[84],"minimize":[86],"exposure":[88],"of":[89],"sensitive":[90],"information.":[91],"Therefore,":[92],"we":[93],"implement":[94],"lightweight":[96],"scheme":[100],"based":[101],"learnable":[103,128],"encryption":[104,129],"adapt":[106],"pre-trained":[108,135],"model":[109,136],"local":[111],"characteristics":[113],"manner.":[117],"Simulation":[118],"analysis":[119],"shows":[120],"that":[121],"learned":[126],"ciphertext,":[130],"achieving":[131],"significant":[132],"improvements":[133,140],"performance":[137],"i.e.,":[138],"range":[141],"16%":[143],"30%.":[145]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-02-20T00:00:00"}
