{"id":"https://openalex.org/W4403518880","doi":"https://doi.org/10.3233/faia240790","title":"One-Shot Collaborative Data Distillation","display_name":"One-Shot Collaborative Data Distillation","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403518880","doi":"https://doi.org/10.3233/faia240790"},"language":"en","primary_location":{"id":"doi:10.3233/faia240790","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240790","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/faia240790","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5099637795","display_name":"William Holland","orcid":"https://orcid.org/0000-0001-6661-8258"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"William Holland","raw_affiliation_strings":["CSIRO\u2019s Data61"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO\u2019s Data61","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004372801","display_name":"Chandra Thapa","orcid":"https://orcid.org/0000-0002-3855-3378"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chandra Thapa","raw_affiliation_strings":["CSIRO\u2019s Data61"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO\u2019s Data61","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100612383","display_name":"Wei Shao","orcid":"https://orcid.org/0000-0002-9873-8331"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Wei Shao","raw_affiliation_strings":["CSIRO\u2019s Data61"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO\u2019s Data61","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084022157","display_name":"Seyit Camtepe","orcid":"https://orcid.org/0000-0001-6353-8359"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Seyit Camtepe","raw_affiliation_strings":["CSIRO\u2019s Data61"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO\u2019s Data61","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014614725","display_name":"Sarah Siddiqui","orcid":"https://orcid.org/0000-0002-4443-0550"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sarah Ali Siddiqui","raw_affiliation_strings":["CSIRO\u2019s Data61"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO\u2019s Data61","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9061,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79325051,"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":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.10610000044107437,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.10610000044107437,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.6853469610214233},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.6167750954627991},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4641849398612976},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.42695146799087524},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.3646158277988434},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.34424343705177307},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.2439369261264801},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.21285516023635864},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.16002964973449707},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13622134923934937},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.07814374566078186}],"concepts":[{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.6853469610214233},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.6167750954627991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4641849398612976},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.42695146799087524},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.3646158277988434},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.34424343705177307},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.2439369261264801},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.21285516023635864},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.16002964973449707},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13622134923934937},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.07814374566078186},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia240790","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240790","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia240790","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240790","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W2806221744","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2773965352","https://openalex.org/W4294892107","https://openalex.org/W2357748469","https://openalex.org/W2392917037"],"abstract_inverted_index":{"Large":[0],"machine-learning":[1],"training":[2],"datasets":[3],"can":[4,34],"be":[5],"distilled":[6,32],"into":[7],"small":[8],"collections":[9],"of":[10,27,39,81,92,118,127,155],"informative":[11],"synthetic":[12,16,53],"data":[13,28,33,67,95,108,120,143],"samples.":[14],"These":[15],"sets":[17],"support":[18,35],"efficient":[19,37],"model":[20],"learning":[21,41,139,146],"and":[22,69,121,131],"reduce":[23],"the":[24,36,79,82,90,93,105,115,119,136,151],"communication":[25,128],"cost":[26],"sharing.":[29],"Thus,":[30],"high-fidelity":[31],"deployment":[38],"machine":[40],"applications":[42],"in":[43,55,89,144,163],"distributed":[44,57,145],"network":[45],"environments.":[46,147],"A":[47],"naive":[48],"way":[49],"to":[50,60,64,70,160],"construct":[51],"a":[52,56,75,124],"set":[54,84],"environment":[58],"is":[59,85],"allow":[61],"each":[62],"client":[63,130],"perform":[65],"local":[66,72,94],"distillation":[68,109],"merge":[71],"distillations":[73],"at":[74],"central":[76],"server.":[77,132],"However,":[78],"quality":[80],"resulting":[83],"impaired":[86],"by":[87,97],"heterogeneity":[88],"distributions":[91],"held":[96],"clients.":[98],"To":[99],"overcome":[100],"this":[101],"challenge,":[102],"we":[103],"introduce":[104],"first":[106],"collaborative":[107],"technique,":[110],"called":[111],"CollabDM,":[112],"which":[113],"captures":[114],"global":[116],"distribution":[117],"requires":[122],"only":[123],"single":[125],"round":[126],"between":[129],"Our":[133],"method":[134,140,157],"outperforms":[135],"state-of-the-art":[137],"one-shot":[138],"on":[141],"skewed":[142],"We":[148],"also":[149],"show":[150],"promising":[152],"practical":[153],"benefits":[154],"our":[156],"when":[158],"applied":[159],"attack":[161],"detection":[162],"5G":[164],"networks.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
