{"id":"https://openalex.org/W4397000591","doi":"https://doi.org/10.1109/tbc.2024.3396698","title":"Learning Accurate Network Dynamics for Enhanced Adaptive Video Streaming","display_name":"Learning Accurate Network Dynamics for Enhanced Adaptive Video Streaming","publication_year":2024,"publication_date":"2024-05-17","ids":{"openalex":"https://openalex.org/W4397000591","doi":"https://doi.org/10.1109/tbc.2024.3396698"},"language":"en","primary_location":{"id":"doi:10.1109/tbc.2024.3396698","doi":"https://doi.org/10.1109/tbc.2024.3396698","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbc.2024.3396698","pdf_url":null,"source":{"id":"https://openalex.org/S100142436","display_name":"IEEE Transactions on Broadcasting","issn_l":"0018-9316","issn":["0018-9316","1557-9611"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-1","norway-1","poland-140","russia-white-list-1"],"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 Broadcasting","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W4397000591"],"child_works_count":0,"type":"article","is_traditional":true,"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/A5055110591","display_name":"Jiaoyang Yin","orcid":"https://orcid.org/0000-0001-9660-341X","observed_orcids":["https://orcid.org/0000-0001-9660-341X"]},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaoyang Yin","raw_affiliation_strings":["Cooperative Media Network Innovation Center, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9660-341X","affiliations":[{"raw_affiliation_string":"Cooperative Media Network Innovation Center, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079335291","display_name":"Hao Chen","orcid":"https://orcid.org/0000-0002-1179-8199","observed_orcids":["https://orcid.org/0000-0002-1179-8199"]},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Chen","raw_affiliation_strings":["Electronic Science and Engineering School, Nanjing University, Nanjing, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0002-1179-8199","affiliations":[{"raw_affiliation_string":"Electronic Science and Engineering School, Nanjing University, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033545333","display_name":"Yiling Xu","orcid":"https://orcid.org/0000-0002-4942-5232","observed_orcids":["https://orcid.org/0000-0002-4942-5232"]},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiling Xu","raw_affiliation_strings":["Cooperative Media Network Innovation Center, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4942-5232","affiliations":[{"raw_affiliation_string":"Cooperative Media Network Innovation Center, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073914656","display_name":"Zhan Ma","orcid":"https://orcid.org/0000-0003-3686-4057","observed_orcids":["https://orcid.org/0000-0003-3686-4057"]},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhan Ma","raw_affiliation_strings":["Electronic Science and Engineering School, Nanjing University, Nanjing, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0003-3686-4057","affiliations":[{"raw_affiliation_string":"Electronic Science and Engineering School, Nanjing University, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102847146","display_name":"Xiaozhong Xu","orcid":"https://orcid.org/0000-0002-1309-5470","observed_orcids":["https://orcid.org/0000-0002-1309-5470"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaozhong Xu","raw_affiliation_strings":["Tencent MediaLab, Palo Alto, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-1309-5470","affiliations":[{"raw_affiliation_string":"Tencent MediaLab, Palo Alto, CA, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2495,"currency":"USD","value_usd":2495},"apc_paid":null,"fwci":2.1107,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.88322721,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"70","issue":"3","first_page":"808","last_page":"821"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.014000000432133675,"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/T11478","display_name":"Caching and Content Delivery","score":0.0006000000284984708,"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/adaptive-bitrate-streaming","display_name":"adaptive streaming","score":0.9409999847412109},{"id":"https://openalex.org/keywords/deep-reinforcement-learning","display_name":"deep reinforcement learning","score":0.765999972820282},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"quality of experience","score":0.8939999938011169},{"id":"https://openalex.org/keywords/video-on-demand","display_name":"video on demand","score":0.878000020980835},{"id":"https://openalex.org/keywords/live-streaming","display_name":"live streaming","score":0.8489999771118164},{"id":"https://openalex.org/keywords/adaptive-video-streaming","display_name":"adaptive video streaming","score":0.43799999356269836}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6928260922431946},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5273780822753906},{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.4465668499469757},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.35000839829444885},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.26278847455978394},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tbc.2024.3396698","doi":"https://doi.org/10.1109/tbc.2024.3396698","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbc.2024.3396698","pdf_url":null,"source":{"id":"https://openalex.org/S100142436","display_name":"IEEE Transactions on Broadcasting","issn_l":"0018-9316","issn":["0018-9316","1557-9611"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-1","norway-1","poland-140","russia-white-list-1"],"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 Broadcasting","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G6177657093","display_name":null,"funder_award_id":"BP0719010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6669632057","display_name":null,"funder_award_id":"62371290","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6716339259","display_name":null,"funder_award_id":"62101241","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8252004906","display_name":null,"funder_award_id":"U20A20185","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3157087027","https://openalex.org/W7164743072","https://openalex.org/W4412913561","https://openalex.org/W4413977883","https://openalex.org/W4285058693","https://openalex.org/W4385882182","https://openalex.org/W7154687061","https://openalex.org/W4387227495","https://openalex.org/W4408898025","https://openalex.org/W7135330838"],"abstract_inverted_index":{"The":[0],"adaptive":[1,86],"bitrate":[2],"(ABR)":[3],"algorithm":[4],"plays":[5],"a":[6,49,80,123,158,181],"crucial":[7],"role":[8],"in":[9,16,161,166,172],"ensuring":[10],"satisfactory":[11],"quality":[12],"of":[13,40,46,52,104,164,184],"experience":[14],"(QoE)":[15],"video":[17,87],"streaming":[18,88],"applications.":[19],"Most":[20],"existing":[21],"approaches,":[22],"either":[23],"rule-based":[24],"or":[25],"learning-driven,":[26],"tend":[27],"to":[28,62,65,84,129,147,177],"conduct":[29],"ABR":[30,112,133],"decisions":[31],"based":[32,135],"on":[33,136],"limited":[34],"network":[35,53,58,71,92,97,105,138,149,185],"statistics,":[36],"e.g.,":[37],"mean/standard":[38],"deviation":[39],"recent":[41],"throughput":[42],"measurements.":[43],"However,":[44],"all":[45],"them":[47],"lack":[48],"good":[50],"understanding":[51],"dynamics":[54],"given":[55],"the":[56,70,101,131,167,173],"varying":[57],"conditions":[59,98],"from":[60],"time":[61],"time,":[63],"leading":[64],"compromised":[66],"performance,":[67],"especially":[68],"when":[69],"condition":[72,116,139],"changes":[73],"significantly.":[74],"In":[75],"this":[76],"paper,":[77],"we":[78],"propose":[79],"framework":[81],"namedANTthat":[82],"aims":[83],"enhance":[85],"by":[89,99],"accurately":[90],"learning":[91],"dynamics.ANTrepresents":[93],"and":[94,170],"detects":[95],"specific":[96],"characterizing":[100],"entire":[102],"spectrum":[103],"fluctuations.":[106],"It":[107],"further":[108],"trains":[109],"multiple":[110],"dedicated":[111],"models":[113],"for":[114],"each":[115],"using":[117],"deep":[118],"reinforcement":[119],"learning.":[120],"During":[121],"inference,":[122],"dynamic":[124],"switching":[125],"mechanism":[126],"is":[127],"devised":[128],"activate":[130],"appropriate":[132],"model":[134],"real-time":[137],"sensing,":[140],"enablingANTto":[141],"automatically":[142],"adjust":[143],"its":[144],"control":[145],"policies":[146],"different":[148],"conditions.":[150,186],"Extensive":[151],"experimental":[152],"results":[153],"demonstrate":[154],"that":[155],"our":[156],"proposedANTachieves":[157],"significant":[159],"improvement":[160],"user":[162],"QoE":[163],"20.8%-41.2%":[165],"video-on-demand":[168],"scenario":[169,175],"67.4%-134.5%":[171],"live-streaming":[174],"compared":[176],"state-of-the-art":[178],"methods,":[179],"across":[180],"wide":[182],"range":[183]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2024-05-18T00:00:00"}