{"id":"https://openalex.org/W3034028080","doi":"https://doi.org/10.1109/jsac.2020.3000363","title":"Quality-Aware Neural Adaptive Video Streaming With Lifelong Imitation Learning","display_name":"Quality-Aware Neural Adaptive Video Streaming With Lifelong Imitation Learning","publication_year":2020,"publication_date":"2020-06-05","ids":{"openalex":"https://openalex.org/W3034028080","doi":"https://doi.org/10.1109/jsac.2020.3000363","mag":"3034028080"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2020.3000363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2020.3000363","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","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/A5057477098","display_name":"Tianchi Huang","orcid":"https://orcid.org/0000-0001-9378-6329"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tianchi Huang","raw_affiliation_strings":["Beijing Key Laboratory of Networked Multimedia, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Networked Multimedia, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101583614","display_name":"Chao Zhou","orcid":"https://orcid.org/0000-0003-2969-3042"},"institutions":[{"id":"https://openalex.org/I4401726859","display_name":"Kuaishou (China)","ror":"https://ror.org/0258as409","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Zhou","raw_affiliation_strings":["Beijing Kuaishou Technology Company Ltd., Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Kuaishou Technology Company Ltd., Beijing, China","institution_ids":["https://openalex.org/I4401726859"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100701312","display_name":"Xin Yao","orcid":"https://orcid.org/0000-0003-3563-3951"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Yao","raw_affiliation_strings":["Beijing Key Laboratory of Networked Multimedia, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Networked Multimedia, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085140543","display_name":"Rui-Xiao Zhang","orcid":"https://orcid.org/0000-0002-4251-825X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui-Xiao Zhang","raw_affiliation_strings":["BNRist, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102951891","display_name":"Chenglei Wu","orcid":"https://orcid.org/0000-0003-0839-1037"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenglei Wu","raw_affiliation_strings":["BNRist, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009065607","display_name":"Bing Yu","orcid":"https://orcid.org/0009-0004-7297-9307"},"institutions":[{"id":"https://openalex.org/I4401726859","display_name":"Kuaishou (China)","ror":"https://ror.org/0258as409","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Yu","raw_affiliation_strings":["Beijing Kuaishou Technology Company Ltd., Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Kuaishou Technology Company Ltd., Beijing, China","institution_ids":["https://openalex.org/I4401726859"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047712495","display_name":"Lifeng Sun","orcid":"https://orcid.org/0000-0002-4057-5138"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifeng Sun","raw_affiliation_strings":["BNRist, Tsinghua University, Beijing, China","Beijing Key Laboratory of Networked Multimedia, Tsinghua University, Beijing, China","Key Laboratory of Pervasive Computing, Ministry of Education, Beijing, China"],"affiliations":[{"raw_affiliation_string":"BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Beijing Key Laboratory of Networked Multimedia, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Key Laboratory of Pervasive Computing, Ministry of Education, Beijing, China","institution_ids":["https://openalex.org/I1327237609"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5057477098"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":2.944,"has_fulltext":false,"cited_by_count":61,"citation_normalized_percentile":{"value":0.92644791,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"38","issue":"10","first_page":"2324","last_page":"2342"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":1.0,"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":1.0,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9958999752998352,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9110677242279053},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.6928102374076843},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.6006315350532532},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.5411457419395447},{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.5130316019058228},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.4978652000427246},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4642852544784546},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.44315794110298157},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4393366873264313},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4272748827934265},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.42019760608673096},{"id":"https://openalex.org/keywords/internet-video","display_name":"Internet video","score":0.41810259222984314},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3771326541900635},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3437463045120239},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.3278261125087738},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.192177414894104},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1894712746143341}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9110677242279053},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.6928102374076843},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.6006315350532532},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.5411457419395447},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.5130316019058228},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.4978652000427246},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4642852544784546},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.44315794110298157},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4393366873264313},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4272748827934265},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.42019760608673096},{"id":"https://openalex.org/C2779789524","wikidata":"https://www.wikidata.org/wiki/Q16885149","display_name":"Internet video","level":3,"score":0.41810259222984314},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3771326541900635},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3437463045120239},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3278261125087738},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.192177414894104},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1894712746143341},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsac.2020.3000363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2020.3000363","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5503809183","display_name":null,"funder_award_id":"2018YFB1003703","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6658023004","display_name":null,"funder_award_id":"61936011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G797295151","display_name":null,"funder_award_id":"61521002","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"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":97,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W1493349649","https://openalex.org/W1522301498","https://openalex.org/W1757796397","https://openalex.org/W1772688858","https://openalex.org/W1924770834","https://openalex.org/W1931877416","https://openalex.org/W1951165008","https://openalex.org/W1976944900","https://openalex.org/W2017146017","https://openalex.org/W2022158272","https://openalex.org/W2055165550","https://openalex.org/W2064076387","https://openalex.org/W2082964377","https://openalex.org/W2121863487","https://openalex.org/W2127034683","https://openalex.org/W2150453038","https://openalex.org/W2156133547","https://openalex.org/W2167407752","https://openalex.org/W2175325787","https://openalex.org/W2296530527","https://openalex.org/W2473930607","https://openalex.org/W2482797934","https://openalex.org/W2526384825","https://openalex.org/W2530485580","https://openalex.org/W2560647685","https://openalex.org/W2604382266","https://openalex.org/W2707890836","https://openalex.org/W2737019897","https://openalex.org/W2739457358","https://openalex.org/W2743151379","https://openalex.org/W2744628735","https://openalex.org/W2759880155","https://openalex.org/W2766174800","https://openalex.org/W2766426813","https://openalex.org/W2767151733","https://openalex.org/W2794908222","https://openalex.org/W2800873232","https://openalex.org/W2802214001","https://openalex.org/W2809315175","https://openalex.org/W2810731248","https://openalex.org/W2849781392","https://openalex.org/W2859870583","https://openalex.org/W2883780447","https://openalex.org/W2887715205","https://openalex.org/W2900201178","https://openalex.org/W2902391434","https://openalex.org/W2906364736","https://openalex.org/W2908701480","https://openalex.org/W2935062270","https://openalex.org/W2950940817","https://openalex.org/W2952996256","https://openalex.org/W2953384591","https://openalex.org/W2962957031","https://openalex.org/W2963191323","https://openalex.org/W2963588172","https://openalex.org/W2964043796","https://openalex.org/W2964421638","https://openalex.org/W2964460729","https://openalex.org/W2965671543","https://openalex.org/W2966416749","https://openalex.org/W2967394917","https://openalex.org/W2969660617","https://openalex.org/W2973324789","https://openalex.org/W2981460594","https://openalex.org/W2991154833","https://openalex.org/W3011676757","https://openalex.org/W3013304750","https://openalex.org/W3100357905","https://openalex.org/W3101359755","https://openalex.org/W3101780148","https://openalex.org/W3103724573","https://openalex.org/W4235132546","https://openalex.org/W4288336716","https://openalex.org/W4298857966","https://openalex.org/W6629578927","https://openalex.org/W6631190155","https://openalex.org/W6634556219","https://openalex.org/W6637967152","https://openalex.org/W6638163082","https://openalex.org/W6640174482","https://openalex.org/W6640212811","https://openalex.org/W6671235838","https://openalex.org/W6692846177","https://openalex.org/W6713134421","https://openalex.org/W6739917289","https://openalex.org/W6742921865","https://openalex.org/W6747311492","https://openalex.org/W6753325967","https://openalex.org/W6753767121","https://openalex.org/W6753859785","https://openalex.org/W6756662236","https://openalex.org/W6757483233","https://openalex.org/W6761008914","https://openalex.org/W6766944173","https://openalex.org/W6768333702","https://openalex.org/W6771301710"],"related_works":["https://openalex.org/W2883239366","https://openalex.org/W1543922763","https://openalex.org/W3127182254","https://openalex.org/W2737069248","https://openalex.org/W2914450980","https://openalex.org/W2542002904","https://openalex.org/W2891239219","https://openalex.org/W1971541619","https://openalex.org/W1993691163","https://openalex.org/W2053916852"],"abstract_inverted_index":{"Existing":[0],"Adaptive":[1],"Bitrate":[2],"(ABR)":[3],"algorithms":[4],"pick":[5],"future":[6],"video":[7,55,73,77,132,139],"chunks'":[8],"bitrates":[9],"via":[10,83],"fixed":[11],"rules":[12],"or":[13],"offline":[14,208],"trained":[15,209],"models":[16],"to":[17,38,46,98,206],"ensure":[18],"good":[19,33],"quality":[20,140],"of":[21,156,182,202],"experience":[22],"(QoE)":[23],"for":[24,43],"Internet":[25],"video.":[26],"Nevertheless,":[27],"data":[28],"analysis":[29],"demonstrates":[30],"that":[31,60,192],"a":[32,54,116,130],"ABR":[34,58,122],"algorithm":[35],"is":[36],"required":[37,158],"continually":[39,99],"and":[40,134,144,159],"fast":[41],"update":[42],"adapting":[44],"itself":[45],"time-varying":[47],"network":[48,127],"conditions.":[49],"Therefore,":[50],"we":[51,114,147],"propose":[52],"Comyco,":[53],"quality-aware":[56,118],"learning-based":[57,121],"approach":[59],"enormously":[61],"improves":[62],"recent":[63],"schemes":[64],"by":[65,88,108],"i)":[66],"picking":[67],"the":[68,81,89,94,101,104,109,154,163,168,177,199,207],"chunk":[69],"with":[70,138,167,176],"higher":[71],"perceptual":[72],"qualities":[74],"rather":[75],"than":[76],"bitrates;":[78],"ii)":[79],"training":[80,164,189],"policy":[82],"imitating":[84],"expert":[85,90],"trajectories":[86],"given":[87],"strategy;":[91],"iii)":[92],"employing":[93],"lifelong":[95,119,193],"learning":[96,194],"method":[97],"train":[100],"model":[102],"w.r.t":[103],"fresh":[105],"trace":[106],"collected":[107],"users.":[110],"To":[111],"achieve":[112],"this,":[113],"develop":[115],"complete":[117],"imitation":[120],"system,":[123],"construct":[124],"quality-based":[125],"neural":[126],"architecture,":[128],"collect":[129],"quality-driven":[131],"dataset,":[133],"estimate":[135],"QoE":[136,181,201],"metrics":[137],"features.":[141],"Using":[142],"trace-driven":[143],"real-world":[145],"experiments,":[146],"demonstrate":[148],"Comyco":[149,172,196],"reaches":[150],"1700-fold":[151],"improvements":[152,178],"in":[153,162,204],"number":[155],"samples":[157],"16-fold":[160],"speedup":[161],"time":[165],"compared":[166],"prior":[169],"work.":[170],"Meanwhile,":[171],"outperforms":[173],"existing":[174],"methods,":[175],"on":[179,187],"average":[180,200],"7.5%-16.79%.":[183],"Moreover,":[184],"experimental":[185],"results":[186],"continual":[188],"also":[190],"illustrate":[191],"helps":[195],"further":[197],"improve":[198],"1.07%-9.81%":[203],"comparison":[205],"model.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
