{"id":"https://openalex.org/W4406202090","doi":"https://doi.org/10.1109/tccn.2025.3527647","title":"Diffusion Model Empowered Efficient Data Distillation Method for Cloud-Edge Collaboration","display_name":"Diffusion Model Empowered Efficient Data Distillation Method for Cloud-Edge Collaboration","publication_year":2025,"publication_date":"2025-01-09","ids":{"openalex":"https://openalex.org/W4406202090","doi":"https://doi.org/10.1109/tccn.2025.3527647"},"language":"en","primary_location":{"id":"doi:10.1109/tccn.2025.3527647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2025.3527647","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive Communications and Networking","raw_type":"journal-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/A5106113513","display_name":"Ze Chai","orcid":"https://orcid.org/0009-0003-6108-034X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ze Chai","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037582547","display_name":"Yijing Lin","orcid":"https://orcid.org/0000-0003-2702-7679"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijing Lin","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065842342","display_name":"Zhipeng Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhipeng Gao","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074270978","display_name":"Xinlei Yu","orcid":"https://orcid.org/0000-0003-3404-5373"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinlei Yu","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028856593","display_name":"Zhiqiang Xie","orcid":"https://orcid.org/0000-0001-7422-1568"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiqiang Xie","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5106113513"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":12.3861,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.9788445,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"11","issue":"2","first_page":"902","last_page":"913"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.89410001039505,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.89410001039505,"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":0.7898361682891846},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.758123517036438},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5790401101112366},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.565596342086792},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4445534646511078},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32877248525619507},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2662726938724518},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14608094096183777},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09561195969581604}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7898361682891846},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.758123517036438},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5790401101112366},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.565596342086792},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4445534646511078},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32877248525619507},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2662726938724518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14608094096183777},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09561195969581604},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tccn.2025.3527647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2025.3527647","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive Communications and Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1803582183","display_name":null,"funder_award_id":"62372050","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5947250162","display_name":null,"funder_award_id":"92467203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2753783305","https://openalex.org/W3080122404","https://openalex.org/W3097631606","https://openalex.org/W3204619801","https://openalex.org/W4224952733","https://openalex.org/W4312412605","https://openalex.org/W4312497550","https://openalex.org/W4312933868","https://openalex.org/W4319300193","https://openalex.org/W4324007138","https://openalex.org/W4382119217","https://openalex.org/W4385488764","https://openalex.org/W4386072220","https://openalex.org/W4386075990","https://openalex.org/W4387490658","https://openalex.org/W4399666057","https://openalex.org/W4400644893","https://openalex.org/W4402772294","https://openalex.org/W6649927145","https://openalex.org/W6679045638","https://openalex.org/W6743581629","https://openalex.org/W6747231328","https://openalex.org/W6756054015","https://openalex.org/W6765775151","https://openalex.org/W6778946027","https://openalex.org/W6779606177","https://openalex.org/W6779630500","https://openalex.org/W6779823529","https://openalex.org/W6785612763","https://openalex.org/W6788990321","https://openalex.org/W6804811285","https://openalex.org/W6805547681","https://openalex.org/W6839101817","https://openalex.org/W6853662032","https://openalex.org/W6860278059","https://openalex.org/W6862495745","https://openalex.org/W6868411907"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2802581102","https://openalex.org/W4205786897"],"abstract_inverted_index":{"The":[0],"application":[1],"of":[2,8,223,262],"AI-generated":[3],"models":[4],"demands":[5],"substantial":[6],"amounts":[7],"data,":[9],"which":[10],"not":[11,274],"only":[12],"increases":[13],"training":[14,124],"time":[15],"and":[16,25,39,66,89,131,139,152,237],"memory":[17],"consumption":[18],"but":[19],"also":[20],"poses":[21],"challenges":[22],"to":[23,134,173,203,228,231,240,243],"computation":[24,67],"communication":[26,154],"loads":[27],"in":[28,48,184,207,211],"cloud-edge":[29,49,116,185],"collaborative":[30,117,186],"environments.":[31,118,187],"Especially":[32],"when":[33,270],"edge":[34,150,212],"devices":[35,151],"have":[36],"limited":[37],"resources":[38],"network":[40],"bandwidth":[41],"is":[42],"constrained,":[43],"efficiently":[44],"handling":[45],"large-scale":[46],"data":[47,75,107,146,208,234,247],"collaboration":[50],"becomes":[51],"a":[52,121,162],"critical":[53],"issue.":[54],"Data":[55],"distillation":[56,76,87,108,179,210,235,248],"compresses":[57],"large":[58],"datasets":[59,138,225],"into":[60],"smaller,":[61],"synthetic":[62,137],"datasets,":[63],"reducing":[64,144],"transmission":[65],"overhead":[68],"while":[69,257],"maintaining":[70,258],"model":[71,123,182,200,269],"performance.":[72],"However,":[73],"existing":[74,244],"methods":[77,236],"face":[78],"two":[79],"main":[80],"challenges:":[81],"1)":[82],"improving":[83,181],"accuracy":[84,222,260],"without":[85],"compromising":[86],"efficiency,":[88],"2)":[90],"the":[91,145,157,178,189,221,267,271],"distilled":[92,224],"dataset":[93],"may":[94],"retain":[95,174],"backdoor":[96,205,255],"attack":[97,206,252],"triggers.":[98],"To":[99],"address":[100],"these":[101],"challenges,":[102],"we":[103,160],"propose":[104,193],"an":[105,169,194,259],"efficient":[106],"method":[109,166,196,219],"based":[110,126,167,197],"on":[111,127,149,168,198,266],"diffusion":[112,122,199,245],"models,":[113],"tailored":[114],"for":[115],"We":[119,192],"design":[120],"mechanism":[125,172],"Kullback-Leibler":[128],"(KL)":[129],"divergence":[130],"contrastive":[132],"loss":[133,202,261],"effectively":[135],"distill":[136],"enhance":[140],"their":[141],"accuracy,":[142],"thereby":[143],"storage":[147],"requirements":[148],"alleviating":[153],"burden":[155],"with":[156],"cloud.":[158],"Additionally,":[159,250],"introduce":[161],"dynamic":[163],"channel":[164],"weighting":[165],"adaptive":[170],"attention":[171],"essential":[175],"features":[176],"during":[177],"process,":[180],"adaptability":[183],"For":[188],"first":[190],"time,":[191],"optimization":[195],"classification":[201],"realize":[204],"set":[209],"environment.":[213],"Experimental":[214],"results":[215],"demonstrate":[216],"that":[217],"our":[218,251],"improves":[220],"by":[226,238],"2.8%":[227],"11.7%":[229],"compared":[230,242],"traditional":[232],"DNN":[233],"0.9%":[239],"4.1%":[241],"model-based":[246],"methods.":[249],"methodology":[253],"achieves":[254],"attacks":[256],"less":[263],"than":[264],"5%":[265],"original":[268],"triggers":[272],"are":[273],"visible.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}