{"id":"https://openalex.org/W4408353049","doi":"https://doi.org/10.1109/icassp49660.2025.10889226","title":"VP-NTK: Exploring the Benefits of Visual Prompting in Differentially Private Data Synthesis","display_name":"VP-NTK: Exploring the Benefits of Visual Prompting in Differentially Private Data Synthesis","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408353049","doi":"https://doi.org/10.1109/icassp49660.2025.10889226"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10889226","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889226","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5035387029","display_name":"Chia-Yi Hsu","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Yi Hsu","raw_affiliation_strings":["National Yang Ming Chiao Tung University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038760491","display_name":"Jia-You Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jia-You Chen","raw_affiliation_strings":["National Yang Ming Chiao Tung University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102872889","display_name":"Yu\u2010Lin Tsai","orcid":"https://orcid.org/0000-0001-5827-1469"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Lin Tsai","raw_affiliation_strings":["National Yang Ming Chiao Tung University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085443342","display_name":"Chih-Hsun Lin","orcid":"https://orcid.org/0000-0002-2668-0556"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Hsun Lin","raw_affiliation_strings":["National Yang Ming Chiao Tung University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050344371","display_name":"Pin\u2010Yu Chen","orcid":"https://orcid.org/0000-0003-1039-8369"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pin-Yu Chen","raw_affiliation_strings":["IBM Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Research","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085568918","display_name":"Chia-Mu Yu","orcid":"https://orcid.org/0000-0002-1677-2131"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Mu Yu","raw_affiliation_strings":["National Yang Ming Chiao Tung University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087811659","display_name":"Chun\u2010Ying Huang","orcid":"https://orcid.org/0000-0001-5503-9541"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Ying Huang","raw_affiliation_strings":["National Yang Ming Chiao Tung University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"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":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9918000102043152,"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/T10237","display_name":"Cryptography and Data Security","score":0.9918000102043152,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9821000099182129,"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/T11614","display_name":"Cloud Data Security Solutions","score":0.9610000252723694,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5853990912437439},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.3849782943725586}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5853990912437439},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.3849782943725586}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10889226","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889226","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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":19,"referenced_works":["https://openalex.org/W3185341429","https://openalex.org/W3192357745","https://openalex.org/W4205228770","https://openalex.org/W4213328902","https://openalex.org/W4378966526","https://openalex.org/W4386075538","https://openalex.org/W4390871830","https://openalex.org/W4407278796","https://openalex.org/W6757288671","https://openalex.org/W6779945560","https://openalex.org/W6784683552","https://openalex.org/W6789917607","https://openalex.org/W6795978047","https://openalex.org/W6801986474","https://openalex.org/W6803119220","https://openalex.org/W6803588526","https://openalex.org/W6803825123","https://openalex.org/W6840519857","https://openalex.org/W6850510179"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W2948807893","https://openalex.org/W2899084033","https://openalex.org/W2778153218","https://openalex.org/W2748952813","https://openalex.org/W1531601525","https://openalex.org/W4391375266","https://openalex.org/W2078814861","https://openalex.org/W2527526854","https://openalex.org/W1976181487"],"abstract_inverted_index":{"Differentially":[0],"private":[1],"(DP)":[2],"synthetic":[3,26,157],"data":[4],"has":[5],"become":[6],"the":[7,22,33,38,59,96,99,132,139,153],"de":[8],"facto":[9],"standard":[10],"for":[11,29,58,115,160],"releasing":[12],"sensitive":[13],"data.":[14],"However,":[15],"many":[16],"DP":[17,81,92,106,156],"generative":[18,78,107],"models":[19,54,79],"suffer":[20],"from":[21,122],"low":[23],"utility":[24,154],"of":[25,37,61,98,134,142,155],"data,":[27,158],"especially":[28],"high-resolution":[30,116,161],"images.":[31,162],"On":[32],"other":[34],"hand,":[35],"one":[36],"emerging":[39],"techniques":[40],"in":[41,75,87,104,151],"parameter":[42],"efficient":[43],"fine-tuning":[44],"(PEFT)":[45],"is":[46],"visual":[47],"prompting":[48],"(VP),":[49],"which":[50],"allows":[51],"well-trained":[52],"existing":[53],"to":[55,63,124],"be":[56],"reused":[57],"purpose":[60],"adapting":[62],"subsequent":[64],"downstream":[65],"tasks.":[66],"In":[67],"this":[68],"work,":[69],"we":[70,127],"explore":[71],"such":[72],"a":[73,91,110,147],"phenomenon":[74],"constructing":[76],"captivating":[77],"with":[80,89,119],"constraints.":[82],"We":[83],"show":[84],"that":[85,94,137],"VP":[86],"conjunction":[88],"DP-NTK,":[90],"generator":[93],"exploits":[95],"power":[97],"neural":[100],"tangent":[101],"kernel":[102],"(NTK)":[103],"training":[105],"models,":[108],"achieves":[109],"significant":[111],"performance":[112,141],"boost,":[113],"particularly":[114,159],"image":[117],"datasets,":[118],"accuracy":[120],"improving":[121,152],"0.644\u00b10.044":[123],"0.769.":[125],"Lastly,":[126],"perform":[128],"ablation":[129],"studies":[130],"on":[131],"effect":[133],"different":[135],"parameters":[136],"influence":[138],"overall":[140],"VP-NTK.":[143],"Our":[144],"work":[145],"demonstrates":[146],"promising":[148],"step":[149],"forward":[150]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
