{"id":"https://openalex.org/W4401508525","doi":"https://doi.org/10.1109/infocom52122.2024.10621197","title":"Mean-Field Multi-Agent Contextual Bandit for Energy-Efficient Resource Allocation in vRANs","display_name":"Mean-Field Multi-Agent Contextual Bandit for Energy-Efficient Resource Allocation in vRANs","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4401508525","doi":"https://doi.org/10.1109/infocom52122.2024.10621197"},"language":"en","primary_location":{"id":"doi:10.1109/infocom52122.2024.10621197","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom52122.2024.10621197","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.10686513","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018392822","display_name":"Jose A. Ayala\u2010Romero","orcid":"https://orcid.org/0000-0001-7402-3174"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jose A. Ayala-Romero","raw_affiliation_strings":["NEC Laboratories Europe GmbH,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NEC Laboratories Europe GmbH,Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028351776","display_name":"Leonardo Lo Schiavo","orcid":"https://orcid.org/0000-0002-5564-7982"},"institutions":[{"id":"https://openalex.org/I2802499160","display_name":"IMDEA Networks","ror":"https://ror.org/04mm9fg30","country_code":"ES","type":"facility","lineage":["https://openalex.org/I105140100","https://openalex.org/I2802499160"]},{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Leonardo Lo Schiavo","raw_affiliation_strings":["Universidad Carlos III de Madrid &amp; IMDEA Networks Institute,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Carlos III de Madrid &amp; IMDEA Networks Institute,Spain","institution_ids":["https://openalex.org/I2802499160","https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073770360","display_name":"Andr\u00e9s Garc\u00eda\u2010Saavedra","orcid":"https://orcid.org/0000-0003-2005-2222"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andres Garcia-Saavedra","raw_affiliation_strings":["NEC Laboratories Europe GmbH,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NEC Laboratories Europe GmbH,Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086187463","display_name":"Xavier Costa\u2010P\u00e9rez","orcid":"https://orcid.org/0000-0002-9654-6109"},"institutions":[{"id":"https://openalex.org/I11932220","display_name":"Instituci\u00f3 Catalana de Recerca i Estudis Avan\u00e7ats","ror":"https://ror.org/0371hy230","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I11932220"]},{"id":"https://openalex.org/I4210130845","display_name":"i2CAT","ror":"https://ror.org/02rkks755","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210130845","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Xavier Costa-Perez","raw_affiliation_strings":["i2CAT Foundation and ICREA,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"i2CAT Foundation and ICREA,Spain","institution_ids":["https://openalex.org/I11932220","https://openalex.org/I4210130845"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"911","last_page":"920"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9998000264167786,"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/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9998000264167786,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9994999766349792,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9994000196456909,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6755455732345581},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5615618824958801},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5423136949539185},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5280032157897949},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.47476816177368164},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4540477991104126},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.28395354747772217},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12104970216751099},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.11561757326126099},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10648369789123535}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6755455732345581},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5615618824958801},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5423136949539185},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5280032157897949},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.47476816177368164},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4540477991104126},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.28395354747772217},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12104970216751099},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.11561757326126099},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10648369789123535},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/infocom52122.2024.10621197","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom52122.2024.10621197","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications","raw_type":"proceedings-article"},{"id":"doi:10.5281/zenodo.10686513","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.10686513","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.5281/zenodo.10686513","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.10686513","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"score":0.5,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G1163591990","display_name":"Beyond 5G Artificial Intelligence Assisted Energy Efficient Open Radio Access Network","funder_award_id":"101097083","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2406092791","display_name":"Network intelligence for aDAptive and sElf-Learning MObile Networks","funder_award_id":"101017109","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7864076799","display_name":"Optimized resource integration and global architecture for mobile infrastructure for 6G","funder_award_id":"101139270","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2054692642","https://openalex.org/W2093945752","https://openalex.org/W2112170521","https://openalex.org/W2395575420","https://openalex.org/W2601095321","https://openalex.org/W2885566482","https://openalex.org/W2914154006","https://openalex.org/W2919034928","https://openalex.org/W2920988370","https://openalex.org/W2956517125","https://openalex.org/W2962764167","https://openalex.org/W2964004871","https://openalex.org/W2968782695","https://openalex.org/W2973229164","https://openalex.org/W2979918265","https://openalex.org/W3007488827","https://openalex.org/W3041678225","https://openalex.org/W3104003168","https://openalex.org/W3143966685","https://openalex.org/W3150907229","https://openalex.org/W3167061096","https://openalex.org/W3168977780","https://openalex.org/W3189693726","https://openalex.org/W3191021135","https://openalex.org/W3207047766","https://openalex.org/W3209248953","https://openalex.org/W3210420200","https://openalex.org/W4299802797","https://openalex.org/W4306316932","https://openalex.org/W4366966596","https://openalex.org/W6681319197","https://openalex.org/W6684205842","https://openalex.org/W6712181171","https://openalex.org/W6738796088","https://openalex.org/W6747941106","https://openalex.org/W6755069753"],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903","https://openalex.org/W2153007255","https://openalex.org/W2138781885","https://openalex.org/W2124311718"],"abstract_inverted_index":{"Radio":[0],"Access":[1],"Network":[2],"(RAN)":[3],"virtualization,":[4],"key":[5],"for":[6,75,113],"new-generation":[7],"mobile":[8,177],"networks,":[9],"requires":[10],"Hardware":[11],"Accelerators":[12],"(HAs)":[13],"that":[14,181],"swiftly":[15],"process":[16],"wireless":[17],"signals":[18],"from":[19,49,84,160,174],"Base":[20],"Stations":[21],"(BSs)":[22,134],"to":[23,91,94,97,108,164,186,192],"meet":[24],"stringent":[25],"reliability":[26],"targets.":[27],"However,":[28],"HAs":[29,95],"are":[30],"expensive":[31],"and":[32,37,53,57,139,172],"energy-hungry,":[33],"which":[34,128,157],"increases":[35],"costs":[36],"has":[38],"serious":[39],"environmental":[40],"implications.":[41],"To":[42],"address":[43],"this":[44,85],"problem,":[45],"we":[46,87,145,179],"gather":[47],"data":[48],"our":[50],"experimental":[51],"platform":[52,171],"compare":[54],"the":[55,81,129,193,198],"performance":[56],"energy":[58,99,188],"consumption":[59],"of":[60,131],"a":[61,67,89,122,169,175],"HA":[62],"(NVIDIA":[63],"GPU":[64],"V100)":[65],"vs.":[66],"CPU":[68],"(Intel":[69],"Xeon":[70],"Gold":[71],"6240R,":[72],"16":[73],"cores)":[74],"energy-friendly":[76],"software":[77],"processing.":[78],"Based":[79],"on":[80],"insights":[82],"obtained":[83],"data,":[86],"devise":[88],"strategy":[90],"offload":[92],"workloads":[93],"opportunistically":[96],"save":[98],"while":[100],"preserving":[101],"reliability.":[102],"This":[103,120],"offloading":[104],"strategy,":[105],"however,":[106],"needs":[107],"be":[109,136,165],"configured":[110],"in":[111,127],"near-real-time":[112],"every":[114],"BS":[115],"sharing":[116],"common":[117],"computational":[118],"resources.":[119],"renders":[121],"challenging":[123],"multi-agent":[124,149],"collaborative":[125],"problem":[126],"number":[130],"involved":[132],"agents":[133],"can":[135,140,183],"arbitrarily":[137],"large":[138],"change":[141],"over":[142],"time.":[143],"Thus,":[144],"propose":[146],"an":[147],"efficient":[148],"contextual":[150],"bandit":[151],"algorithm":[152],"called":[153],"ECORAN<sup":[154],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[155],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sup>,":[156],"applies":[158],"concepts":[159],"mean":[161],"field":[162],"theory":[163],"fully":[166],"scalable.":[167],"Using":[168],"real":[170],"traces":[173],"production":[176],"network,":[178],"show":[180],"ECORAN":[182],"provide":[184],"up":[185],"40%":[187],"savings":[189],"with":[190],"respect":[191],"approach":[194],"used":[195],"today":[196],"by":[197],"industry.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
