{"id":"https://openalex.org/W4385269823","doi":"https://doi.org/10.1109/eucnc/6gsummit58263.2023.10188325","title":"SeqDQN: Multi-Agent Deep Reinforcement Learning for Uplink URLLC with Strict Deadlines","display_name":"SeqDQN: Multi-Agent Deep Reinforcement Learning for Uplink URLLC with Strict Deadlines","publication_year":2023,"publication_date":"2023-06-06","ids":{"openalex":"https://openalex.org/W4385269823","doi":"https://doi.org/10.1109/eucnc/6gsummit58263.2023.10188325"},"language":"en","primary_location":{"id":"doi:10.1109/eucnc/6gsummit58263.2023.10188325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eucnc/6gsummit58263.2023.10188325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Joint European Conference on Networks and Communications &amp; 6G Summit (EuCNC/6G Summit)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://telecom-paris.hal.science/hal-04082578v1/file/eucnc23.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025769337","display_name":"Beno\u00eet-Marie Robaglia","orcid":"https://orcid.org/0000-0002-7006-8647"},"institutions":[{"id":"https://openalex.org/I12356871","display_name":"T\u00e9l\u00e9com Paris","ror":"https://ror.org/01naq7912","country_code":"FR","type":"education","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210165912","display_name":"Laboratoire Traitement et Communication de l\u2019Information","ror":"https://ror.org/057er4c39","country_code":"FR","type":"facility","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4210165912"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Beno\u00eet-Marie Robaglia","raw_affiliation_strings":["LTCI, Telecom Paris Institut Polytechnique de Paris"],"affiliations":[{"raw_affiliation_string":"LTCI, Telecom Paris Institut Polytechnique de Paris","institution_ids":["https://openalex.org/I4210165912","https://openalex.org/I12356871"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046008934","display_name":"Marceau Coupechoux","orcid":"https://orcid.org/0000-0003-0744-319X"},"institutions":[{"id":"https://openalex.org/I12356871","display_name":"T\u00e9l\u00e9com Paris","ror":"https://ror.org/01naq7912","country_code":"FR","type":"education","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I4210165912","display_name":"Laboratoire Traitement et Communication de l\u2019Information","ror":"https://ror.org/057er4c39","country_code":"FR","type":"facility","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4210165912"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Marceau Coupechoux","raw_affiliation_strings":["LTCI, Telecom Paris Institut Polytechnique de Paris"],"affiliations":[{"raw_affiliation_string":"LTCI, Telecom Paris Institut Polytechnique de Paris","institution_ids":["https://openalex.org/I4210165912","https://openalex.org/I12356871"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031923941","display_name":"Dimitrios Tsilimantos","orcid":"https://orcid.org/0000-0002-1154-499X"},"institutions":[{"id":"https://openalex.org/I4210123571","display_name":"Huawei Technologies (France)","ror":"https://ror.org/02rbzf697","country_code":"FR","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210123571"]},{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN","FR"],"is_corresponding":false,"raw_author_name":"Dimitrios Tsilimantos","raw_affiliation_strings":["Huawei Technologies Co. Ltd.,Advanced Wireless Technology Lab Paris Research Center","Advanced Wireless Technology Lab Paris Research Center, Huawei Technologies Co. Ltd"],"affiliations":[{"raw_affiliation_string":"Huawei Technologies Co. Ltd.,Advanced Wireless Technology Lab Paris Research Center","institution_ids":["https://openalex.org/I2250955327","https://openalex.org/I4210123571"]},{"raw_affiliation_string":"Advanced Wireless Technology Lab Paris Research Center, Huawei Technologies Co. Ltd","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062222447","display_name":"Apostolos Destounis","orcid":"https://orcid.org/0000-0003-0420-3430"},"institutions":[{"id":"https://openalex.org/I4210123571","display_name":"Huawei Technologies (France)","ror":"https://ror.org/02rbzf697","country_code":"FR","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210123571"]},{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN","FR"],"is_corresponding":false,"raw_author_name":"Apostolos Destounis","raw_affiliation_strings":["Huawei Technologies Co. Ltd.,Advanced Wireless Technology Lab Paris Research Center","Advanced Wireless Technology Lab Paris Research Center, Huawei Technologies Co. Ltd"],"affiliations":[{"raw_affiliation_string":"Huawei Technologies Co. Ltd.,Advanced Wireless Technology Lab Paris Research Center","institution_ids":["https://openalex.org/I2250955327","https://openalex.org/I4210123571"]},{"raw_affiliation_string":"Advanced Wireless Technology Lab Paris Research Center, Huawei Technologies Co. Ltd","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5025769337"],"corresponding_institution_ids":["https://openalex.org/I12356871","https://openalex.org/I4210165912"],"apc_list":null,"apc_paid":null,"fwci":0.1737,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.55182641,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"623","last_page":"628"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9976000189781189,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9976000189781189,"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/T11478","display_name":"Caching and Content Delivery","score":0.9973000288009644,"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/T12288","display_name":"Optimization and Search Problems","score":0.9911999702453613,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8127700090408325},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6857359409332275},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.6286238431930542},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3810346722602844},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3268186151981354},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2188512682914734}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8127700090408325},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6857359409332275},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.6286238431930542},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3810346722602844},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3268186151981354},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2188512682914734}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/eucnc/6gsummit58263.2023.10188325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eucnc/6gsummit58263.2023.10188325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Joint European Conference on Networks and Communications &amp; 6G Summit (EuCNC/6G Summit)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04082578v1","is_oa":true,"landing_page_url":"https://telecom-paris.hal.science/hal-04082578","pdf_url":"https://telecom-paris.hal.science/hal-04082578v1/file/eucnc23.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EuCNC & 6G Summit, Jun 2023, Gothenburg, Sweden","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04082578v1","is_oa":true,"landing_page_url":"https://telecom-paris.hal.science/hal-04082578","pdf_url":"https://telecom-paris.hal.science/hal-04082578v1/file/eucnc23.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EuCNC & 6G Summit, Jun 2023, Gothenburg, Sweden","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385269823.pdf","grobid_xml":"https://content.openalex.org/works/W4385269823.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1641379095","https://openalex.org/W1988969816","https://openalex.org/W2121092017","https://openalex.org/W2145339207","https://openalex.org/W2626637010","https://openalex.org/W2894110571","https://openalex.org/W2906875993","https://openalex.org/W2962990479","https://openalex.org/W2963494103","https://openalex.org/W2964199361","https://openalex.org/W2964326082","https://openalex.org/W2981959312","https://openalex.org/W3020687048","https://openalex.org/W3023368586","https://openalex.org/W3100844423","https://openalex.org/W3133735442","https://openalex.org/W3168773799","https://openalex.org/W4210617410","https://openalex.org/W4295598622","https://openalex.org/W4299802797","https://openalex.org/W4302994621","https://openalex.org/W6677939520","https://openalex.org/W6738796088","https://openalex.org/W6739516088","https://openalex.org/W6749304979","https://openalex.org/W6796834990"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2548963335","https://openalex.org/W2159941915","https://openalex.org/W1995129237","https://openalex.org/W4388081250","https://openalex.org/W1761601995","https://openalex.org/W2904599916","https://openalex.org/W4321608401","https://openalex.org/W4300468626"],"abstract_inverted_index":{"Recent":[0],"studies":[1],"suggest":[2],"that":[3,148],"Multi-Agent":[4],"Reinforcement":[5],"Learning":[6,61],"(MARL)":[7],"can":[8],"be":[9],"a":[10,124,142],"promising":[11],"approach":[12],"to":[13,138],"tackle":[14],"wireless":[15],"telecommunication":[16],"problems":[17],"and":[18,50,59,171],"Multiple":[19],"Access":[20],"(MA)":[21],"in":[22,68,104,141,167],"particular.":[23],"The":[24],"most":[25],"relevant":[26],"MARL":[27,102,127,165],"algorithms":[28,166],"for":[29],"distributed":[30,126],"MA":[31,115],"are":[32,41,63],"those":[33],"with":[34],"\u201cdecentralized":[35],"execution\u201d,":[36],"where":[37,114],"an":[38],"agent's":[39],"actions":[40],"only":[42,150],"functions":[43],"of":[44,99,107,134,169],"their":[45],"own":[46],"local":[47],"observation":[48],"history":[49],"agents":[51,140],"cannot":[52],"exchange":[53],"any":[54],"information.":[55],"Centralized-":[56],"Training-Decentralized-Execution":[57],"(CTDE)":[58],"Independent":[60],"(IL)":[62],"the":[64,73,81,84,97,105,132,155],"two":[65,101],"main":[66],"families":[67],"this":[69,92],"category.":[70],"However,":[71],"while":[72],"former":[74],"suffers":[75,86],"from":[76,87],"high":[77],"communication":[78],"overhead":[79],"during":[80],"centralized":[82],"training,":[83],"latter":[85],"various":[88],"theoretical":[89],"shortcomings.":[90],"In":[91],"paper,":[93],"we":[94,122],"first":[95],"study":[96],"performance":[98,170],"these":[100],"frameworks":[103],"context":[106],"Ultra":[108],"Reliable":[109],"Low":[110],"Latency":[111],"Communication":[112],"(URLLC),":[113],"is":[116],"constrained":[117],"by":[118],"strict":[119],"deadlines.":[120],"Second,":[121],"propose":[123],"new":[125],"framework,":[128],"namely":[129],"SeqDQN,":[130],"leveraging":[131],"constraints":[133],"our":[135,152],"URLLC":[136],"problem":[137],"train":[139],"more":[143],"efficient":[144],"way.":[145],"We":[146],"demonstrate":[147],"not":[149],"does":[151],"solution":[153],"outperform":[154],"traditional":[156],"random":[157],"access":[158],"baselines,":[159],"but":[160],"it":[161],"also":[162],"outperforms":[163],"state-of-the-art":[164],"terms":[168],"convergence":[172],"time.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
