{"id":"https://openalex.org/W7136929552","doi":"https://doi.org/10.1109/tmc.2026.3674200","title":"Optimizing Resource Allocation and Secure Wireless Communication in Large Model Based Mobile Edge Computing Systems","display_name":"Optimizing Resource Allocation and Secure Wireless Communication in Large Model Based Mobile Edge Computing Systems","publication_year":2026,"publication_date":"2026-03-16","ids":{"openalex":"https://openalex.org/W7136929552","doi":"https://doi.org/10.1109/tmc.2026.3674200"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2026.3674200","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2026.3674200","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Mobile Computing","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/A5069016332","display_name":"Z. Wang","orcid":"https://orcid.org/0009-0001-9288-9147"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zefan Wang","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0009-0001-9288-9147","affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071321132","display_name":"Jun Zhao","orcid":"https://orcid.org/0000-0002-3004-7091"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jun Zhao","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-3004-7091","affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5129631344","display_name":"Yitong Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yitong Wang","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0009-0006-7691-8768","affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27796147,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"25","issue":"8","first_page":"12421","last_page":"12438"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.4113999903202057,"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":0.4113999903202057,"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":0.04470000043511391,"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/T12801","display_name":"Bluetooth and Wireless Communication Technologies","score":0.03999999910593033,"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/mobile-edge-computing","display_name":"Mobile edge computing","score":0.6492999792098999},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5501999855041504},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.5357999801635742},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5073999762535095},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.46619999408721924},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4381999969482422},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.41839998960494995},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.36039999127388},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.35280001163482666}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8737000226974487},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6883999705314636},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.6492999792098999},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5501999855041504},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.5357999801635742},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5073999762535095},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4977000057697296},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.46619999408721924},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4381999969482422},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.41839998960494995},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.36039999127388},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.35280001163482666},{"id":"https://openalex.org/C2983592243","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile wireless","level":3,"score":0.3497999906539917},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.34439998865127563},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3142000138759613},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.30730000138282776},{"id":"https://openalex.org/C2781307350","wikidata":"https://www.wikidata.org/wiki/Q6887221","display_name":"Mobile radio","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C207029474","wikidata":"https://www.wikidata.org/wiki/Q384018","display_name":"Mobile station","level":3,"score":0.2782000005245209},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.272599995136261},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.26750001311302185},{"id":"https://openalex.org/C52531181","wikidata":"https://www.wikidata.org/wiki/Q186224","display_name":"Wireless Application Protocol","level":4,"score":0.2671000063419342},{"id":"https://openalex.org/C114237682","wikidata":"https://www.wikidata.org/wiki/Q5072483","display_name":"Channel allocation schemes","level":3,"score":0.26460000872612},{"id":"https://openalex.org/C78834623","wikidata":"https://www.wikidata.org/wiki/Q640394","display_name":"Mobile broadband","level":3,"score":0.251800000667572}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmc.2026.3674200","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2026.3674200","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Mobile Computing","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/211523","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/211523","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,82,87,96,122,127,132,147,164,180],"rapid":[2],"advancement":[3],"of":[4,182],"large":[5,123],"models":[6,20,44],"and":[7,36,48,76,90,107,121,158,174],"mobile":[8],"edge":[9],"computing,":[10],"transfer":[11],"learning":[12],"through":[13,99],"fine-tuning":[14,42],"has":[15],"become":[16],"essential":[17],"for":[18,51,103],"adapting":[19],"to":[21,95,136,145],"downstream":[22],"tasks.":[23],"Traditionally,":[24],"users":[25],"must":[26],"share":[27],"their":[28],"data":[29,69,119],"with":[30,65],"model":[31,61,97,124],"owners,":[32],"which":[33],"is":[34,45],"costly":[35],"raises":[37],"privacy":[38,106],"risks.":[39],"In":[40],"addition,":[41],"large-scale":[43],"computationally":[46],"intensive":[47],"often":[49],"impractical":[50],"many":[52],"users.":[53],"To":[54],"address":[55],"these":[56],"challenges,":[57],"we":[58],"propose":[59],"a":[60,73,77,100,141],"that":[62],"combines":[63],"offsite-tuning":[64],"physical-layer":[66],"security.":[67],"Local":[68],"owners":[70,120],"are":[71],"given":[72],"lightweight":[74],"adapter":[75,88,133],"compressed":[78],"emulator":[79],"extracted":[80],"from":[81],"original":[83],"model.":[84],"They":[85],"fine-tune":[86],"locally":[89],"securely":[91],"send":[92],"it":[93],"back":[94],"owner":[98,125],"confidential":[101],"channel":[102,144],"integration,":[104],"ensuring":[105],"resource":[108,116],"conservation.":[109],"Our":[110],"work":[111],"focuses":[112],"on":[113],"optimizing":[114,131],"computational":[115],"allocation":[117],"between":[118],"at":[126],"edge,":[128],"while":[129,150],"also":[130],"compression":[134],"ratio":[135],"improve":[137],"efficiency.":[138],"We":[139],"integrate":[140],"secrecy":[142],"uplink":[143],"maximize":[146],"defined":[148],"utility":[149],"minimizing":[151],"system":[152],"costs":[153],"such":[154],"as":[155],"energy":[156],"consumption":[157],"delay.":[159],"The":[160],"optimization":[161],"process":[162],"employs":[163],"Dinkelbach":[165],"algorithm,":[166,173],"fractional":[167],"programming,":[168],"successive":[169],"convex":[170],"approximation,":[171],"branch-and-bound":[172],"alternating":[175],"optimization.":[176],"Experimental":[177],"results":[178],"validate":[179],"superiority":[181],"our":[183],"algorithm":[184],"over":[185],"several":[186],"baseline":[187],"methods.":[188]},"counts_by_year":[],"updated_date":"2026-07-07T06:14:10.401900","created_date":"2026-03-17T00:00:00"}