{"id":"https://openalex.org/W4411689011","doi":"https://doi.org/10.1109/eucnc/6gsummit63408.2025.11037178","title":"Offline and Distributional Reinforcement Learning for Radio Resource Management","display_name":"Offline and Distributional Reinforcement Learning for Radio Resource Management","publication_year":2025,"publication_date":"2025-06-03","ids":{"openalex":"https://openalex.org/W4411689011","doi":"https://doi.org/10.1109/eucnc/6gsummit63408.2025.11037178"},"language":"en","primary_location":{"id":"doi:10.1109/eucnc/6gsummit63408.2025.11037178","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eucnc/6gsummit63408.2025.11037178","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Joint European Conference on Networks and Communications &amp;amp; 6G Summit (EuCNC/6G Summit)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5017608924","display_name":"Eslam Eldeeb","orcid":"https://orcid.org/0000-0002-6322-2036"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Eslam Eldeeb","raw_affiliation_strings":["Centre for Wireless Communications (CWC), University of Oulu,Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Wireless Communications (CWC), University of Oulu,Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040878028","display_name":"Hirley Alves","orcid":"https://orcid.org/0000-0002-8689-5313"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Hirley Alves","raw_affiliation_strings":["Centre for Wireless Communications (CWC), University of Oulu,Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Wireless Communications (CWC), University of Oulu,Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98381234"],"apc_list":null,"apc_paid":null,"fwci":24.2929,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.99672685,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9847999811172485,"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/T11499","display_name":"ICT Impact and Policies","score":0.974399983882904,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8127925992012024},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6694557666778564},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5537301301956177},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.42085617780685425},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2881776690483093},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2722584307193756},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1261490285396576}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8127925992012024},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6694557666778564},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5537301301956177},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.42085617780685425},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2881776690483093},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2722584307193756},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1261490285396576},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/eucnc/6gsummit63408.2025.11037178","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eucnc/6gsummit63408.2025.11037178","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Joint European Conference on Networks and Communications &amp;amp; 6G Summit (EuCNC/6G Summit)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2023580042","https://openalex.org/W2145339207","https://openalex.org/W2765302304","https://openalex.org/W2898035736","https://openalex.org/W2951360122","https://openalex.org/W2962841091","https://openalex.org/W3002189898","https://openalex.org/W3005761304","https://openalex.org/W4210754515","https://openalex.org/W4312805548","https://openalex.org/W4313477458","https://openalex.org/W4322729780","https://openalex.org/W4324116596","https://openalex.org/W4396817492","https://openalex.org/W4404370995","https://openalex.org/W6779265984"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856"],"abstract_inverted_index":{"Reinforcement":[0],"learning":[1],"(RL)":[2],"has":[3,17],"proved":[4],"to":[5,31],"have":[6],"a":[7,90,135],"promising":[8],"role":[9,41],"in":[10,44,60,67],"future":[11],"intelligent":[12],"wireless":[13],"networks.":[14],"Online":[15],"RL":[16,57,80,133],"been":[18],"adopted":[19],"for":[20,82],"radio":[21],"resource":[22,120],"management":[23,121],"(RRM),":[24],"taking":[25],"over":[26,138],"traditional":[27,56],"schemes.":[28],"However,":[29],"due":[30],"its":[32,40],"reliance":[33],"on":[34],"online":[35,49,132,139],"interaction":[36,50,95],"with":[37,96,134],"the":[38,63,83,97,101,106,109,115,127],"environment,":[39],"becomes":[42],"limited":[43],"practical,":[45],"real-world":[46,68],"problems":[47],"where":[48],"is":[51,126],"not":[52],"feasible.":[53],"In":[54,71,123],"addition,":[55,124],"stands":[58],"short":[59],"front":[61],"of":[62,103,108],"uncertainties":[64,104],"and":[65,78,99],"risks":[66],"stochastic":[69],"environments.":[70],"this":[72],"manner,":[73],"we":[74],"propose":[75],"an":[76],"offline":[77,87],"distributional":[79],"scheme":[81,117,129],"RRM":[84],"problem,":[85],"enabling":[86],"training":[88],"using":[89,105],"static":[91],"dataset":[92],"without":[93],"any":[94],"environment":[98],"considering":[100],"sources":[102],"distributions":[107],"return.":[110],"Simulation":[111],"results":[112],"demonstrate":[113],"that":[114,130],"proposed":[116],"outperforms":[118],"conventional":[119],"models.":[122],"it":[125],"only":[128],"surpasses":[131],"10%":[136],"gain":[137],"RL.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
