{"id":"https://openalex.org/W4414538737","doi":"https://doi.org/10.1109/mcom.001.2400761","title":"Edge Large AI Models: Revolutionizing 6G Networks","display_name":"Edge Large AI Models: Revolutionizing 6G Networks","publication_year":2025,"publication_date":"2025-09-26","ids":{"openalex":"https://openalex.org/W4414538737","doi":"https://doi.org/10.1109/mcom.001.2400761"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.001.2400761","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2400761","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/A5100727972","display_name":"Zixin Wang","orcid":"https://orcid.org/0009-0007-7863-0298"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zixin Wang","raw_affiliation_strings":["The Hong Kong University of Science and Technology,Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology,Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022499594","display_name":"Yuanming Shi","orcid":"https://orcid.org/0000-0002-1418-7465"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanming Shi","raw_affiliation_strings":["ShanghaiTech University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University,China","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041989556","display_name":"Yong Zhou","orcid":"https://orcid.org/0000-0002-7499-6256"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Zhou","raw_affiliation_strings":["ShanghaiTech University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University,China","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074327579","display_name":"Jingyang Zhu","orcid":"https://orcid.org/0000-0001-6995-1208"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyang Zhu","raw_affiliation_strings":["ShanghaiTech University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University,China","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079052203","display_name":"Khaled B. Letaief","orcid":"https://orcid.org/0000-0003-2519-6401"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Khaled B. Letaief","raw_affiliation_strings":["The Hong Kong University of Science and Technology,Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology,Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.6943,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.95321045,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"63","issue":"10","first_page":"36","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.8508999943733215,"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/T13553","display_name":"Age of Information Optimization","score":0.8508999943733215,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.7466999888420105,"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/software-deployment","display_name":"Software deployment","score":0.7386999726295471},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.738099992275238},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.713100016117096},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6746000051498413},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5950000286102295},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.5455999970436096},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.47760000824928284},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.46050000190734863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.808899998664856},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7386999726295471},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.738099992275238},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.713100016117096},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6746000051498413},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5950000286102295},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.5455999970436096},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5404000282287598},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.47760000824928284},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.46050000190734863},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4090999960899353},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4081000089645386},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.40049999952316284},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.3653999865055084},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.3594000041484833},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.3474999964237213},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33160001039505005},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.33009999990463257},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.32249999046325684},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.29750001430511475},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.25099998712539673},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mcom.001.2400761","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2400761","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"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-166400","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-166400","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5980995401","display_name":null,"funder_award_id":"62271318","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2969519626","https://openalex.org/W3212941463","https://openalex.org/W4390660070","https://openalex.org/W4390828922","https://openalex.org/W4391590983","https://openalex.org/W4391741549","https://openalex.org/W4400188118","https://openalex.org/W4400277339","https://openalex.org/W4400447774","https://openalex.org/W4403390129","https://openalex.org/W4405092734","https://openalex.org/W4405361069","https://openalex.org/W4406856790","https://openalex.org/W4407736569","https://openalex.org/W4410589231"],"related_works":[],"abstract_inverted_index":{"Large":[0],"artificial":[1,59],"intelligence":[2,60],"models":[3],"(LAMs)":[4],"possess":[5],"human-like":[6],"abilities":[7],"to":[8,45,90,99,124,166],"solve":[9],"a":[10,65,121,162],"wide":[11],"range":[12],"of":[13,19,33,49,78,84,112,128,140,146,170,181],"real-world":[14],"problems,":[15],"exemplifying":[16],"the":[17,28,47,76,79,88,109,116,125,136,144,168,179],"potential":[18],"experts":[20],"in":[21,54,184],"various":[22,50],"domains":[23],"and":[24,30,81,87,94,103,115,138,149,157,191,196,201],"modalities.":[25],"By":[26],"leveraging":[27],"communication":[29,118],"computation":[31],"capabilities":[32],"geographically":[34],"dispersed":[35],"edge":[36,38,58,71,129,141,171,182],"devices,":[37],"LAM":[39,72,172,183],"emerges":[40],"as":[41],"an":[42],"enabling":[43],"technology":[44],"empower":[46],"delivery":[48],"real-time":[51],"intelligent":[52],"services":[53],"6G.":[55],"Unlike":[56],"traditional":[57],"(AI)":[61],"that":[62],"primarily":[63],"supports":[64],"single":[66],"task":[67],"using":[68],"small":[69],"models,":[70,86],"is":[73],"featured":[74],"by":[75],"need":[77],"decomposition":[80,148],"distributed":[82],"deployment":[83,127,169],"large":[85],"ability":[89],"support":[91],"highly":[92],"generalized":[93],"diverse":[95],"tasks.":[96],"However,":[97],"due":[98],"limited":[100],"communication,":[101],"computation,":[102],"storage":[104],"resources":[105],"over":[106,173],"wireless":[107,174],"networks,":[108],"vast":[110],"number":[111],"trainable":[113],"neurons":[114],"substantial":[117],"overhead":[119],"pose":[120],"formidable":[122],"hurdle":[123],"practical":[126],"LAMs.":[130],"In":[131],"this":[132],"paper,":[133],"we":[134,153,177],"investigate":[135,178],"opportunities":[137],"challenges":[139],"LAMs":[142],"from":[143],"perspectives":[145],"model":[147],"resource":[150],"management.":[151],"Specifically,":[152],"propose":[154],"collaborative":[155],"fine-tuning":[156],"full-parameter":[158],"training":[159],"frameworks,":[160],"alongside":[161],"microservice-assisted":[163],"inference":[164],"architecture,":[165],"enhance":[167],"networks.":[175],"Additionally,":[176],"application":[180],"air-interface":[185],"designs,":[186],"focusing":[187],"on":[188],"channel":[189],"prediction":[190],"beamforming.":[192],"These":[193],"innovative":[194],"frameworks":[195],"applications":[197],"offer":[198],"valuable":[199],"insights":[200],"solutions":[202],"for":[203],"advancing":[204],"6G":[205],"technology.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
