{"id":"https://openalex.org/W4400682056","doi":"https://doi.org/10.1145/3672198.3673792","title":"Feasibility of State Space Models for Network Traffic Generation","display_name":"Feasibility of State Space Models for Network Traffic Generation","publication_year":2024,"publication_date":"2024-07-16","ids":{"openalex":"https://openalex.org/W4400682056","doi":"https://doi.org/10.1145/3672198.3673792"},"language":"en","primary_location":{"id":"doi:10.1145/3672198.3673792","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672198.3673792","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3672198.3673792","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044941630","display_name":"Andrew Chu","orcid":"https://orcid.org/0000-0002-7620-7724"},"institutions":[{"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":"Andrew Chu","raw_affiliation_strings":["University of Chicago","University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)"],"affiliations":[{"raw_affiliation_string":"University of Chicago","institution_ids":["https://openalex.org/I40347166"]},{"raw_affiliation_string":"University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)","institution_ids":["https://openalex.org/I40347166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102875503","display_name":"Xi Jiang","orcid":"https://orcid.org/0000-0003-1652-8419"},"institutions":[{"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":"Xi Jiang","raw_affiliation_strings":["University of Chicago","University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)"],"affiliations":[{"raw_affiliation_string":"University of Chicago","institution_ids":["https://openalex.org/I40347166"]},{"raw_affiliation_string":"University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)","institution_ids":["https://openalex.org/I40347166"]}]},{"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/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","University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)"],"affiliations":[{"raw_affiliation_string":"University of Chicago","institution_ids":["https://openalex.org/I40347166"]},{"raw_affiliation_string":"University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)","institution_ids":["https://openalex.org/I40347166"]}]},{"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/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 Bhagoji","raw_affiliation_strings":["University of Chicago","University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)"],"affiliations":[{"raw_affiliation_string":"University of Chicago","institution_ids":["https://openalex.org/I40347166"]},{"raw_affiliation_string":"University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)","institution_ids":["https://openalex.org/I40347166"]}]},{"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/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/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN","FR"],"is_corresponding":false,"raw_author_name":"Francesco Bronzino","raw_affiliation_strings":["\u00c9cole Normale Sup\u00e9rieure de Lyon"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Normale Sup\u00e9rieure de Lyon","institution_ids":["https://openalex.org/I66867065","https://openalex.org/I113428412"]}]},{"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"]},{"id":"https://openalex.org/I1331384533","display_name":"University of Hawaii System","ror":"https://ror.org/03tzaeb71","country_code":"US","type":"education","lineage":["https://openalex.org/I1331384533"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Schmitt","raw_affiliation_strings":["University of Hawai'i at M\u0101noa","University of Hawaii (United States)"],"affiliations":[{"raw_affiliation_string":"University of Hawai'i at M\u0101noa","institution_ids":["https://openalex.org/I117965899"]},{"raw_affiliation_string":"University of Hawaii (United States)","institution_ids":["https://openalex.org/I1331384533"]}]},{"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/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","University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)"],"affiliations":[{"raw_affiliation_string":"University of Chicago","institution_ids":["https://openalex.org/I40347166"]},{"raw_affiliation_string":"University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)","institution_ids":["https://openalex.org/I40347166"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5044941630"],"corresponding_institution_ids":["https://openalex.org/I40347166"],"apc_list":null,"apc_paid":null,"fwci":2.7439,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.90791256,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"9","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9988999962806702,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6748353242874146},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.6550403833389282},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.4869788587093353},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4497393071651459},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06974002718925476}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6748353242874146},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.6550403833389282},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.4869788587093353},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4497393071651459},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06974002718925476},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3672198.3673792","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672198.3673792","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing","raw_type":"proceedings-article"},{"id":"pmh:oai:uchicago.tind.io:13239","is_oa":true,"landing_page_url":"http://knowledge.uchicago.edu/record/13239","pdf_url":null,"source":{"id":"https://openalex.org/S4306402460","display_name":"Knowledge@UChicago (University of Chicago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40347166","host_organization_name":"University of Chicago","host_organization_lineage":["https://openalex.org/I40347166"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://knowledge.uchicago.edu/record/13239","raw_type":"Text"},{"id":"pmh:oai:HAL:hal-04678435v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04678435","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NAIC '24: Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing, Aug 2024, Sydney NSW Australia, France. pp.9-17, &#x27E8;10.1145/3672198.3673792&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"doi:10.1145/3672198.3673792","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672198.3673792","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.6100000143051147,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G7975726757","display_name":null,"funder_award_id":"CNS-2124393","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"}],"funders":[{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1985987493","https://openalex.org/W1988918299","https://openalex.org/W2031257309","https://openalex.org/W2105934661","https://openalex.org/W2134878402","https://openalex.org/W2157895134","https://openalex.org/W2162240407","https://openalex.org/W2326059556","https://openalex.org/W2560674852","https://openalex.org/W2897256107","https://openalex.org/W2924689635","https://openalex.org/W2981852735","https://openalex.org/W3084110275","https://openalex.org/W3088157974","https://openalex.org/W3094402648","https://openalex.org/W3128341305","https://openalex.org/W3201886739","https://openalex.org/W3210089935","https://openalex.org/W4224315052","https://openalex.org/W4239515884","https://openalex.org/W4242330541","https://openalex.org/W4288089799","https://openalex.org/W4290991003","https://openalex.org/W4308966604","https://openalex.org/W4312797789","https://openalex.org/W4317435061","https://openalex.org/W4377091931","https://openalex.org/W4388287066","https://openalex.org/W4391989542","https://openalex.org/W6600146492","https://openalex.org/W6600424091","https://openalex.org/W6600474606","https://openalex.org/W6600612271","https://openalex.org/W6600655691","https://openalex.org/W6601553626","https://openalex.org/W6601897980","https://openalex.org/W6603795979","https://openalex.org/W6607643177","https://openalex.org/W6630516856","https://openalex.org/W6805844304"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Many":[0],"problems":[1],"in":[2,49],"computer":[3,134],"networking":[4,135],"rely":[5],"on":[6],"parsing":[7],"collections":[8,24,43],"of":[9,22,53,64,74],"network":[10,83,105,130],"traces":[11,131],"(e.g.,":[12],"traffic":[13,55,65,106,113],"prioritization,":[14],"intrusion":[15],"detection).":[16],"Unfortunately,":[17],"the":[18,51,62,72,115,121],"availability":[19],"and":[20,33,67,69,127],"utility":[21],"these":[23],"is":[25],"limited":[26],"due":[27],"to":[28,41,111,123],"privacy":[29],"concerns,":[30],"data":[31,40],"staleness,":[32],"low":[34],"representativeness.":[35],"While":[36],"methods":[37],"for":[38,80,132],"generating":[39],"augment":[42],"exist,":[44],"they":[45],"often":[46],"fall":[47],"short":[48],"replicating":[50],"quality":[52],"real-world":[54],"In":[56],"this":[57],"paper,":[58],"we":[59],"i)":[60],"survey":[61],"evolution":[63],"simulators":[66],"generators":[68],"ii)":[70],"propose":[71],"use":[73],"state":[75,99],"space":[76,100],"models,":[77],"specifically":[78],"Mamba,":[79],"packet-level,":[81],"synthetic":[82,104,129],"trace":[84],"generation":[85,93],"by":[86],"modeling":[87],"it":[88],"as":[89],"an":[90],"unsupervised":[91],"sequence":[92],"problem.":[94],"Preliminary":[95],"evaluation":[96],"shows":[97],"that":[98],"models":[101],"can":[102],"generate":[103,125],"with":[107],"higher":[108],"statistical":[109],"similarity":[110],"real":[112],"than":[114],"state-of-the-art.":[116],"Our":[117],"approach":[118],"thus":[119],"has":[120],"potential":[122],"reliably":[124],"realistic":[126],"informative":[128],"downstream":[133],"tasks.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
