{"id":"https://openalex.org/W7125014186","doi":"https://doi.org/10.1109/mcom.001.2500148","title":"LLM Enabled Multi-Agent System for 6G Networks: Framework and Method of Dual-Loop Edge-Terminal Collaboration","display_name":"LLM Enabled Multi-Agent System for 6G Networks: Framework and Method of Dual-Loop Edge-Terminal Collaboration","publication_year":2026,"publication_date":"2026-01-19","ids":{"openalex":"https://openalex.org/W7125014186","doi":"https://doi.org/10.1109/mcom.001.2500148"},"language":null,"primary_location":{"id":"doi:10.1109/mcom.001.2500148","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2500148","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","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/A5123392271","display_name":"Zheyan Qu","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zheyan Qu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123374625","display_name":"Wenbo Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Wang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123402601","display_name":"Zitong Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zitong Yu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017789194","display_name":"Boquan Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boquan Sun","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123445935","display_name":"Yang Li","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Li","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123428694","display_name":"Xing Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing Zhang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5123392271"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":47.2242,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.99269115,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"64","issue":"3","first_page":"54","last_page":"60"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.5203999876976013,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.5203999876976013,"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/T14347","display_name":"Big Data and Digital Economy","score":0.08749999850988388,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.07150000333786011,"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/task","display_name":"Task (project management)","score":0.614799976348877},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5831000208854675},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.5216000080108643},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4453999996185303},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.42260000109672546},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.3862000107765198},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.3783999979496002},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.35519999265670776}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8341000080108643},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.614799976348877},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5831000208854675},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.5216000080108643},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.510699987411499},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4453999996185303},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.42260000109672546},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3862000107765198},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.3783999979496002},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.35519999265670776},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.33000001311302185},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.32910001277923584},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.31709998846054077},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3084000051021576},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2969000041484833},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2946999967098236},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2802000045776367},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.27649998664855957},{"id":"https://openalex.org/C2780021488","wikidata":"https://www.wikidata.org/wiki/Q759682","display_name":"Task management","level":3,"score":0.27129998803138733},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.26499998569488525},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.26339998841285706},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2581000030040741},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.25380000472068787}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcom.001.2500148","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2500148","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.7541136145591736,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W3176105111","https://openalex.org/W4322576964","https://openalex.org/W4396982329","https://openalex.org/W4400646540","https://openalex.org/W4401878796","https://openalex.org/W4404562825","https://openalex.org/W4406074148"],"related_works":[],"abstract_inverted_index":{"The":[0,164],"ubiquitous":[1],"computing":[2],"resources":[3,51],"in":[4,95,180,195],"6G":[5,96,196,203],"networks":[6],"provide":[7],"ideal":[8],"environments":[9],"for":[10,72],"the":[11,22,49,58,69,80,85,99,104,108,121,134,148,151,176,186,199,202],"fusion":[12],"of":[13,52,61,84,103,201],"large":[14],"language":[15],"models":[16],"(LLMs)":[17],"and":[18,28,36,45,82,111,118,129,146,150,169,189],"intelligent":[19],"services":[20],"through":[21,126,175],"agent":[23,110],"framework.":[24],"With":[25],"auxiliary":[26],"modules":[27],"planning":[29,122,167],"cores,":[30],"LLM-enabled":[31,62,86],"agents":[32,63],"can":[33],"autonomously":[34],"plan":[35],"take":[37],"actions":[38],"to":[39,142,161],"deal":[40],"with":[41,64,89,139,156],"diverse":[42],"environment":[43],"semantics":[44],"user":[46],"intentions.":[47],"However,":[48],"limited":[50],"individual":[53],"network":[54],"devices":[55],"significantly":[56],"hinder":[57],"efficient":[59,73],"operation":[60],"complex":[65],"tool":[66,153],"calls,":[67],"highlighting":[68],"urgent":[70],"need":[71],"multi-level":[74],"device":[75],"collaborations.":[76],"To":[77],"this":[78],"end,":[79],"framework":[81],"method":[83],"multi-agent":[87],"system":[88],"dual-loop":[90],"terminal-edge":[91],"collaborations":[92,106],"are":[93,173,192],"proposed":[94],"networks.":[97],"Firstly,":[98],"outer":[100],"loop":[101,136],"consists":[102],"iterative":[105],"between":[107],"global":[109],"multiple":[112],"sub-agents":[113,138],"deployed":[114],"on":[115],"edge":[116],"servers":[117],"terminals,":[119],"where":[120],"capability":[123,168],"is":[124,159],"enhanced":[125],"task":[127,166,170],"decomposition":[128],"parallel":[130,152],"sub-task":[131],"distribution.":[132],"Secondly,":[133],"inner":[135],"utilizes":[137],"dedicated":[140],"roles":[141],"circularly":[143],"reason,":[144],"execute,":[145],"replan":[147],"sub-task,":[149],"calling":[154],"generation":[155],"offloading":[157],"strategies":[158],"incorporated":[160],"improve":[162],"efficiency.":[163],"improved":[165],"execution":[171],"efficiency":[172],"validated":[174],"conducted":[177],"case":[178],"study":[179],"6G-supported":[181],"urban":[182],"safety":[183],"governance.":[184],"Finally,":[185],"open":[187],"challenges":[188],"future":[190],"directions":[191],"thoroughly":[193],"analyzed":[194],"networks,":[197],"accelerating":[198],"advent":[200],"era.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2026-01-21T00:00:00"}
