{"id":"https://openalex.org/W4387870256","doi":"https://doi.org/10.1109/icc45041.2023.10279331","title":"Decentralized Channel Management in WLANs with Graph Neural Networks","display_name":"Decentralized Channel Management in WLANs with Graph Neural Networks","publication_year":2023,"publication_date":"2023-05-28","ids":{"openalex":"https://openalex.org/W4387870256","doi":"https://doi.org/10.1109/icc45041.2023.10279331"},"language":"en","primary_location":{"id":"doi:10.1109/icc45041.2023.10279331","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10279331","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","raw_type":"proceedings-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/A5088013951","display_name":"Zhan Gao","orcid":"https://orcid.org/0000-0001-7250-7386"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Zhan Gao","raw_affiliation_strings":["University of Cambridge,Department of Computer Science and Technology,Cambridge,UK","Department of Computer Science and Technology, University of Cambridge, Cambridge, UK"],"affiliations":[{"raw_affiliation_string":"University of Cambridge,Department of Computer Science and Technology,Cambridge,UK","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Department of Computer Science and Technology, University of Cambridge, Cambridge, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037069274","display_name":"Yulin Shao","orcid":"https://orcid.org/0000-0002-6300-3175"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yulin Shao","raw_affiliation_strings":["Imperial College London,Department of Electrical and Electronic Engineering,London,UK","Department of Engineering, University of Exeter, Exeter, UK","Department of Electrical and Electronic Engineering, Imperial College London, London, UK"],"affiliations":[{"raw_affiliation_string":"Imperial College London,Department of Electrical and Electronic Engineering,London,UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Engineering, University of Exeter, Exeter, UK","institution_ids":["https://openalex.org/I23923803"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016883501","display_name":"Den\u0131z G\u00fcnd\u00fcz","orcid":"https://orcid.org/0000-0002-7725-395X"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Deniz G\u00fcnd\u00fcz","raw_affiliation_strings":["Imperial College London,Department of Electrical and Electronic Engineering,London,UK","Department of Electrical and Electronic Engineering, Imperial College London, London, UK"],"affiliations":[{"raw_affiliation_string":"Imperial College London,Department of Electrical and Electronic Engineering,London,UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Imperial College London, London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066624177","display_name":"Amanda Prorok","orcid":"https://orcid.org/0000-0001-7313-5983"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amanda Prorok","raw_affiliation_strings":["University of Cambridge,Department of Computer Science and Technology,Cambridge,UK","Department of Computer Science and Technology, University of Cambridge, Cambridge, UK"],"affiliations":[{"raw_affiliation_string":"University of Cambridge,Department of Computer Science and Technology,Cambridge,UK","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Department of Computer Science and Technology, University of Cambridge, Cambridge, UK","institution_ids":["https://openalex.org/I241749"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5088013951"],"corresponding_institution_ids":["https://openalex.org/I241749"],"apc_list":null,"apc_paid":null,"fwci":3.0182,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.91966341,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3072","last_page":"3077"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11158","display_name":"Wireless Networks and Protocols","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/T11158","display_name":"Wireless Networks and Protocols","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/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9962000250816345,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9941999912261963,"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/computer-science","display_name":"Computer science","score":0.8206340074539185},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6957221627235413},{"id":"https://openalex.org/keywords/channel-allocation-schemes","display_name":"Channel allocation schemes","score":0.5865071415901184},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5585814118385315},{"id":"https://openalex.org/keywords/radio-resource-management","display_name":"Radio resource management","score":0.5521399974822998},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5466663241386414},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.529296875},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5076900720596313},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5019593238830566},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.48197072744369507},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.413942813873291},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.19944196939468384},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15595081448554993}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8206340074539185},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6957221627235413},{"id":"https://openalex.org/C114237682","wikidata":"https://www.wikidata.org/wiki/Q5072483","display_name":"Channel allocation schemes","level":3,"score":0.5865071415901184},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5585814118385315},{"id":"https://openalex.org/C182448111","wikidata":"https://www.wikidata.org/wiki/Q7281197","display_name":"Radio resource management","level":4,"score":0.5521399974822998},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5466663241386414},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.529296875},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5076900720596313},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5019593238830566},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.48197072744369507},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.413942813873291},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.19944196939468384},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15595081448554993},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc45041.2023.10279331","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10279331","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on 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":26,"referenced_works":["https://openalex.org/W637153065","https://openalex.org/W2066624685","https://openalex.org/W2076967887","https://openalex.org/W2119007372","https://openalex.org/W2133088499","https://openalex.org/W2145339207","https://openalex.org/W2155027007","https://openalex.org/W2510909072","https://openalex.org/W2769756514","https://openalex.org/W2943959761","https://openalex.org/W2964105372","https://openalex.org/W2964321699","https://openalex.org/W3006512888","https://openalex.org/W3130631955","https://openalex.org/W3163090782","https://openalex.org/W3175037169","https://openalex.org/W3176675329","https://openalex.org/W3177911636","https://openalex.org/W3181972584","https://openalex.org/W3209161810","https://openalex.org/W4286373861","https://openalex.org/W4379382426","https://openalex.org/W6620673361","https://openalex.org/W6683204974","https://openalex.org/W6720006811","https://openalex.org/W6839482348"],"related_works":["https://openalex.org/W2132921191","https://openalex.org/W2037910509","https://openalex.org/W2187652038","https://openalex.org/W4226410209","https://openalex.org/W2520703208","https://openalex.org/W1569013426","https://openalex.org/W2040166533","https://openalex.org/W2386645218","https://openalex.org/W2610266344","https://openalex.org/W2099388379"],"abstract_inverted_index":{"Wireless":[0],"local":[1],"area":[2],"networks":[3,77],"(WLANs)":[4],"manage":[5],"multiple":[6],"access":[7],"points":[8],"(APs)":[9],"and":[10,42,79,106,117,124,144],"assign":[11],"scarce":[12],"radio":[13,72],"frequency":[14],"resources":[15],"to":[16,100,109,139],"APs":[17],"for":[18,95,120],"satisfying":[19],"traffic":[20],"demands":[21],"of":[22,71,104,131],"associated":[23],"user":[24],"devices.":[25],"This":[26],"paper":[27],"considers":[28],"the":[29,37,58,68,83,101,125,132,141],"channel":[30,59],"allocation":[31,60],"problem":[32,61],"in":[33,52,87],"WLANs":[34],"that":[35,48],"minimizes":[36],"mutual":[38],"interference":[39],"among":[40],"APs,":[41],"puts":[43],"forth":[44],"a":[45,53,88,96],"learning-based":[46],"solution":[47,119],"can":[49],"be":[50],"implemented":[51],"decentralized":[54,97],"manner.":[55,90],"We":[56],"formulate":[57],"as":[62],"an":[63,115],"unsupervised":[64],"learning":[65],"problem,":[66],"parameterize":[67],"control":[69],"policy":[70,84],"channels":[73],"with":[74,82],"graph":[75],"neural":[76],"(GNNs),":[78],"train":[80],"GNNs":[81,105],"gradient":[85],"method":[86],"model-free":[89],"The":[91,112],"proposed":[92,142],"approach":[93,143],"allows":[94],"implementation":[98],"due":[99],"distributed":[102],"nature":[103],"is":[107],"equivariant":[108],"network":[110,122],"permutations.":[111],"former":[113],"provides":[114],"efficient":[116],"scalable":[118],"large":[121],"scenarios,":[123],"latter":[126],"renders":[127],"our":[128],"algorithm":[129],"independent":[130],"AP":[133],"reordering.":[134],"Empirical":[135],"results":[136],"are":[137],"presented":[138],"evaluate":[140],"corroborate":[145],"theoretical":[146],"findings.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
