{"id":"https://openalex.org/W4399255135","doi":"https://doi.org/10.1145/3652963.3655071","title":"NetDiffusion: Network Data Augmentation Through Protocol-Constrained Traffic Generation","display_name":"NetDiffusion: Network Data Augmentation Through Protocol-Constrained Traffic Generation","publication_year":2024,"publication_date":"2024-06-01","ids":{"openalex":"https://openalex.org/W4399255135","doi":"https://doi.org/10.1145/3652963.3655071"},"language":"en","primary_location":{"id":"doi:10.1145/3652963.3655071","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3652963.3655071","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Abstracts of the 2024 ACM SIGMETRICS/IFIP PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems","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/A5102875503","display_name":"Xi Jiang","orcid":"https://orcid.org/0000-0003-1652-8419"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xi Jiang","raw_affiliation_strings":["University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033153873","display_name":"Shinan Liu","orcid":"https://orcid.org/0000-0002-6170-2167"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shinan Liu","raw_affiliation_strings":["University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002160728","display_name":"Aaron Gember-Jacobson","orcid":"https://orcid.org/0000-0003-3771-7876"},"institutions":[{"id":"https://openalex.org/I39660569","display_name":"Colgate University","ror":"https://ror.org/05d23ve83","country_code":"US","type":"education","lineage":["https://openalex.org/I39660569"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron Gember-Jacobson","raw_affiliation_strings":["Colgate University, Hamilton, NY, USA"],"affiliations":[{"raw_affiliation_string":"Colgate University, Hamilton, NY, USA","institution_ids":["https://openalex.org/I39660569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003032696","display_name":"Arjun Nitin Bhagoji","orcid":"https://orcid.org/0000-0002-2803-5649"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arjun Nitin Bhagoji","raw_affiliation_strings":["University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103057526","display_name":"Paul Schmitt","orcid":"https://orcid.org/0000-0002-2156-5305"},"institutions":[{"id":"https://openalex.org/I117965899","display_name":"University of Hawai\u02bbi at M\u0101noa","ror":"https://ror.org/01wspgy28","country_code":"US","type":"education","lineage":["https://openalex.org/I117965899"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Schmitt","raw_affiliation_strings":["University of Hawaii, Manoa / Invisv, Honolulu, HI, USA"],"affiliations":[{"raw_affiliation_string":"University of Hawaii, Manoa / Invisv, Honolulu, HI, USA","institution_ids":["https://openalex.org/I117965899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017386836","display_name":"Francesco Bronzino","orcid":"https://orcid.org/0000-0003-4447-960X"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I113428412","display_name":"\u00c9cole Normale Sup\u00e9rieure de Lyon","ror":"https://ror.org/04zmssz18","country_code":"FR","type":"education","lineage":["https://openalex.org/I113428412","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210144566","display_name":"Laboratoire de l'Informatique du Parall\u00e9lisme","ror":"https://ror.org/04msnz457","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210144566"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Francesco Bronzino","raw_affiliation_strings":["Univ Lyon, EnsL, UCBL, CNRS, LIP, Lyon, France"],"affiliations":[{"raw_affiliation_string":"Univ Lyon, EnsL, UCBL, CNRS, LIP, Lyon, France","institution_ids":["https://openalex.org/I4210144566","https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I113428412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068586837","display_name":"Nick Feamster","orcid":"https://orcid.org/0000-0001-9315-5201"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nick Feamster","raw_affiliation_strings":["University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5102875503"],"corresponding_institution_ids":["https://openalex.org/I39422238","https://openalex.org/I40347166"],"apc_list":null,"apc_paid":null,"fwci":2.0851,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.884437,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"85","last_page":"86"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":1.0,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9994999766349792,"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/computer-science","display_name":"Computer science","score":0.7490757703781128},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6309804916381836},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.5801276564598083},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.41345033049583435}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7490757703781128},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6309804916381836},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.5801276564598083},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.41345033049583435},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3652963.3655071","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3652963.3655071","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Abstracts of the 2024 ACM SIGMETRICS/IFIP PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems","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":5,"referenced_works":["https://openalex.org/W2963516518","https://openalex.org/W3201886739","https://openalex.org/W4290991003","https://openalex.org/W4312933868","https://openalex.org/W4391989542"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Datasets":[0],"of":[1,10,128,191,202],"labeled":[2],"network":[3,36,114,136,184,192,203],"traces":[4,37,91,179],"are":[5,75,180],"essential":[6],"for":[7,100],"a":[8,57,120,124,129,189,199],"multitude":[9],"machine":[11],"learning":[12],"(ML)":[13],"tasks":[14,97],"in":[15,84],"networking,":[16],"yet":[17],"their":[18],"availability":[19],"is":[20,139],"hindered":[21],"by":[22],"privacy":[23],"and":[24,92,142,164,187,205],"maintenance":[25],"concerns,":[26],"such":[27],"as":[28],"data":[29,101,163],"staleness.":[30],"To":[31],"overcome":[32],"this":[33,104],"limitation,":[34],"synthetic":[35,45,113,135,178],"can":[38,156,197],"often":[39],"augment":[40],"existing":[41],"datasets.":[42],"Unfortunately,":[43],"current":[44,170],"trace":[46],"generation":[47],"methods,":[48],"which":[49],"typically":[50],"produce":[51],"only":[52,76],"aggregated":[53],"flow":[54],"statistics":[55],"or":[56],"few":[58],"selected":[59],"packet":[60,79,151],"attributes,":[61],"do":[62],"not":[63],"always":[64],"suffice,":[65],"especially":[66],"when":[67,98],"model":[68,132,167],"training":[69],"relies":[70],"on":[71,95],"having":[72],"features":[73],"that":[74,122,138,150,195],"available":[77],"from":[78,154],"traces.":[80,116],"This":[81],"shortfall":[82],"manifests":[83],"both":[85],"insufficient":[86],"statistical":[87,159],"resemblance":[88],"to":[89,110,133,144,161],"real":[90,162],"suboptimal":[93],"performance":[94,168],"ML":[96,166],"employed":[99],"augmentation.":[102],"In":[103],"paper,":[105],"we":[106],"apply":[107],"diffusion":[108],"models":[109],"generate":[111,134],"high-resolution":[112],"traffic":[115,137],"We":[117],"present":[118],"NetDiffusion,":[119],"tool":[121],"uses":[123],"finely-tuned,":[125],"controlled":[126],"variant":[127],"Stable":[130],"Diffusion":[131],"high":[140],"fidelity":[141],"conforms":[143],"protocol":[145],"specifications.":[146],"Our":[147],"evaluation":[148],"demonstrates":[149],"captures":[152],"generated":[153],"NetDiffusion":[155,196],"achieve":[157],"higher":[158],"similarity":[160],"improved":[165],"than":[169],"state-of-the-art":[171],"approaches":[172],"(e.g.,":[173],"GAN-based":[174],"approaches).":[175],"Furthermore,":[176],"our":[177],"compatible":[181],"with":[182],"common":[183],"analysis":[185,204],"tools":[186],"support":[188],"myriad":[190],"tasks,":[193,207],"suggesting":[194],"serve":[198],"broader":[200],"spectrum":[201],"testing":[206],"extending":[208],"beyond":[209],"ML-centric":[210],"applications.":[211]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
