{"id":"https://openalex.org/W7084085853","doi":"https://doi.org/10.1109/infocom55648.2025.11044567","title":"Theory of Mixture-of-Experts for Mobile Edge Computing","display_name":"Theory of Mixture-of-Experts for Mobile Edge Computing","publication_year":2025,"publication_date":"2025-05-19","ids":{"openalex":"https://openalex.org/W7084085853","doi":"https://doi.org/10.1109/infocom55648.2025.11044567"},"language":"en","primary_location":{"id":"doi:10.1109/infocom55648.2025.11044567","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom55648.2025.11044567","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2025 - IEEE Conference on Computer Communications","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":null,"display_name":"Hongbo Li","orcid":null},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Hongbo Li","raw_affiliation_strings":["Singapore University of Technology and Design,Engineering Systems and Design Pillar,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design,Engineering Systems and Design Pillar,Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"last","author":{"id":null,"display_name":"Lingjie Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Lingjie Duan","raw_affiliation_strings":["Singapore University of Technology and Design,Engineering Systems and Design Pillar,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design,Engineering Systems and Design Pillar,Singapore","institution_ids":["https://openalex.org/I152815399"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I152815399"],"apc_list":null,"apc_paid":null,"fwci":80.2868,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.99957681,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T10819","display_name":"Mercury impact and mitigation studies","score":0.4284999966621399,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10819","display_name":"Mercury impact and mitigation studies","score":0.4284999966621399,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10139","display_name":"Heavy metals in environment","score":0.15960000455379486,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11933","display_name":"Mining and Resource Management","score":0.048900000751018524,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/mobile-edge-computing","display_name":"Mobile edge computing","score":0.6600000262260437},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.6430000066757202},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6205999851226807},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5861999988555908},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5580000281333923},{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.4828999936580658},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4650000035762787},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44780001044273376},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.41679999232292175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7825999855995178},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.6600000262260437},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.6430000066757202},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6205999851226807},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5861999988555908},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5580000281333923},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.4828999936580658},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4803999960422516},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4650000035762787},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44780001044273376},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43050000071525574},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.41679999232292175},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4146000146865845},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4043999910354614},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.39100000262260437},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.38280001282691956},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3822000026702881},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.38100001215934753},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.3783000111579895},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.3675999939441681},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.3621000051498413},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.3091999888420105},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28760001063346863},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.287200003862381},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2775999903678894},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.2773999869823456},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.27140000462532043},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.26019999384880066},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C2779915298","wikidata":"https://www.wikidata.org/wiki/Q7604400","display_name":"Statistical learning theory","level":3,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocom55648.2025.11044567","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom55648.2025.11044567","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2025 - IEEE Conference on Computer Communications","raw_type":"proceedings-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":{"In":[0],"mobile":[1,6],"edge":[2,25],"computing":[3],"(MEC)":[4],"networks,":[5],"users":[7],"generate":[8],"diverse":[9],"machine":[10],"learning":[11,64],"tasks":[12,17,48,134,154],"dynamically":[13,104],"over":[14,91,201],"time.":[15,92,117],"These":[16],"are":[18,71],"typically":[19],"offloaded":[20],"to":[21,51,74,106,129,147,159,165,183,216,244],"the":[22,62,72,87,136,177,197,204,210,223,228],"nearest":[23],"available":[24,160,190],"server,":[26],"by":[27,111],"considering":[28,112],"communication":[29],"and":[30,49,82,103,115,150,226],"computational":[31],"efficiency.":[32],"However,":[33],"its":[34],"operation":[35,85],"does":[36],"not":[37],"ensure":[38,217],"that":[39],"each":[40,97,163,185],"server":[41,99,109],"specializes":[42],"in":[43,79,108,135,145,167,239],"a":[44,168,188],"specific":[45,169],"type":[46,170],"of":[47,57,67,133,155,171,180,212],"leads":[50],"severe":[52],"overfitting":[53],"or":[54],"catastrophic":[55],"forgetting":[56],"previous":[58],"tasks.":[59],"To":[60],"improve":[61],"continual":[63],"(CL)":[65],"performance":[66],"online":[68],"tasks,":[69,125],"we":[70,232],"first":[73],"introduce":[75,140],"mixture-of-experts":[76],"(MoE)":[77],"theory":[78,95],"MEC":[80,84,98,137,146,206],"networks":[81,242],"save":[83],"from":[86],"increasing":[88],"generalization":[89,199,229],"error":[90,200],"Our":[93,192],"MoE":[94,120,193],"treats":[96],"as":[100],"an":[101,141],"expert":[102,164],"adapts":[105],"changes":[107],"availability":[110],"data":[113,157],"transfer":[114],"computation":[116],"Unlike":[118],"existing":[119],"models":[121],"designed":[122,128],"for":[123],"offline":[124],"ours":[126],"is":[127,214],"handle":[130],"continuous":[131],"streams":[132],"environment.":[138],"We":[139,175],"adaptive":[142],"gating":[143],"network":[144],"adaptively":[148],"identify":[149],"route":[151],"newly":[152],"arrived":[153],"unknown":[156],"distributions":[158],"experts,":[161],"enabling":[162],"specialize":[166],"task":[172,186],"upon":[173],"convergence.":[174],"derived":[176],"minimum":[178],"number":[179,211],"experts":[181,213,221],"required":[182],"match":[184],"with":[187],"specialized,":[189],"expert.":[191],"approach":[194],"consistently":[195],"reduces":[196],"overall":[198],"time,":[202],"unlike":[203],"traditional":[205],"approach.":[207],"Interestingly,":[208],"when":[209],"sufficient":[215],"convergence,":[218],"adding":[219],"more":[220],"delays":[222],"convergence":[224],"time":[225],"worsens":[227],"error.":[230],"Finally,":[231],"perform":[233],"extensive":[234],"experiments":[235],"on":[236],"real":[237],"datasets":[238],"deep":[240],"neural":[241],"(DNNs)":[243],"verify":[245],"our":[246],"theoretical":[247],"results.":[248]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-10-10T00:00:00"}