{"id":"https://openalex.org/W4396523471","doi":"https://doi.org/10.1109/mwc.009.2300165","title":"Deep Generative Model and Its Applications in Efficient Wireless Network Management: A Tutorial and Case Study","display_name":"Deep Generative Model and Its Applications in Efficient Wireless Network Management: A Tutorial and Case Study","publication_year":2024,"publication_date":"2024-04-30","ids":{"openalex":"https://openalex.org/W4396523471","doi":"https://doi.org/10.1109/mwc.009.2300165"},"language":"en","primary_location":{"id":"doi:10.1109/mwc.009.2300165","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.009.2300165","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","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/A5068961034","display_name":"Yinqiu Liu","orcid":"https://orcid.org/0000-0002-6198-3712"},"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":"Yinqiu Liu","raw_affiliation_strings":["Nanyang Technological University,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068782412","display_name":"Hongyang Du","orcid":"https://orcid.org/0000-0002-8220-6525"},"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":"Hongyang Du","raw_affiliation_strings":["Nanyang Technological University,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091266202","display_name":"Dusit Niyato","orcid":"https://orcid.org/0000-0002-7442-7416"},"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":"Dusit Niyato","raw_affiliation_strings":["Nanyang Technological University,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062761975","display_name":"Jiawen Kang","orcid":"https://orcid.org/0000-0002-8218-3490"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawen Kang","raw_affiliation_strings":["Guangdong University of Technology,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005327587","display_name":"Zehui Xiong","orcid":"https://orcid.org/0000-0002-4440-941X"},"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":"Zehui Xiong","raw_affiliation_strings":["Singapore University of Technology and Design,Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design,Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022649488","display_name":"Dong In Kim","orcid":"https://orcid.org/0000-0001-7711-8072"},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dong In Kim","raw_affiliation_strings":["Sungkyunkwan University,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sungkyunkwan University,South Korea","institution_ids":["https://openalex.org/I848706"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086268677","display_name":"Abbas Jamalipour","orcid":"https://orcid.org/0000-0002-1807-7220"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Abbas Jamalipour","raw_affiliation_strings":["University of Sydney,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sydney,Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.451,"has_fulltext":false,"cited_by_count":57,"citation_normalized_percentile":{"value":0.99166518,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"31","issue":"4","first_page":"199","last_page":"207"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9900000095367432,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9900000095367432,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9822999835014343,"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":0.8627636432647705},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5902976989746094},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.48206883668899536},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.44543153047561646},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.43595802783966064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41899198293685913},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4118073880672455},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.34005382657051086}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8627636432647705},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5902976989746094},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.48206883668899536},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.44543153047561646},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.43595802783966064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41899198293685913},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4118073880672455},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.34005382657051086}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mwc.009.2300165","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.009.2300165","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","raw_type":"journal-article"},{"id":"pmh:oai:hub.hku.hk:10722/353173","is_oa":false,"landing_page_url":"https://hub.hku.hk/handle/10722/353173","pdf_url":null,"source":{"id":"https://openalex.org/S4377196271","display_name":"The HKU Scholars Hub (University of Hong Kong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I889458895","host_organization_name":"University of Hong Kong","host_organization_lineage":["https://openalex.org/I889458895"],"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/G2395898956","display_name":null,"funder_award_id":"22-SIS-SMU-048","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G2728353108","display_name":null,"funder_award_id":"SRG-ISTD-2021-165","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"},{"id":"https://openalex.org/G4344606417","display_name":null,"funder_award_id":"AISG2-RP-2020-019,FCP-ASTAR-TG-2022-003","funder_id":"https://openalex.org/F4320320752","funder_display_name":"Ministry of Home Affairs - Singapore"},{"id":"https://openalex.org/G5708442277","display_name":null,"funder_award_id":"IITP-2020-0-01821","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G751536327","display_name":null,"funder_award_id":"62102099","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320320751","display_name":"Ministry of Education - Singapore","ror":"https://ror.org/01kcva023"},{"id":"https://openalex.org/F4320320752","display_name":"Ministry of Home Affairs - Singapore","ror":"https://ror.org/0551rpg58"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2588977989","https://openalex.org/W2890103652","https://openalex.org/W3002189898","https://openalex.org/W3093951152","https://openalex.org/W3109549377","https://openalex.org/W3166019150","https://openalex.org/W3187771572","https://openalex.org/W3204937802","https://openalex.org/W3209886951","https://openalex.org/W4205209477","https://openalex.org/W4214823156","https://openalex.org/W4291960900","https://openalex.org/W4311427590","https://openalex.org/W4322753899","https://openalex.org/W4362717980"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W3174044702","https://openalex.org/W2967848559","https://openalex.org/W4299831724"],"abstract_inverted_index":{"With":[0],"the":[1,54,65,75,99,102,114,134,148],"phenomenal":[2],"success":[3],"of":[4,30,56,67,101],"diffusion":[5,140],"models":[6,11],"and":[7,33,45,113],"ChatGPT,":[8],"deep":[9],"generation":[10],"(DGMs)":[12],"have":[13],"been":[14],"experiencing":[15],"explosive":[16],"growth.":[17],"Not":[18],"limited":[19],"to":[20,37,41,142],"content":[21,151],"generation,":[22],"DGMs":[23,57,108,119],"are":[24],"also":[25],"widely":[26],"adopted":[27],"in":[28,58,94,120],"Internet":[29],"Things,":[31],"Metaverse,":[32],"digital":[34],"twin,":[35],"due":[36],"their":[38],"outstanding":[39],"ability":[40],"represent":[42],"complex":[43],"patterns":[44],"generate":[46,143],"realistic":[47],"samples.":[48],"In":[49],"this":[50],"article,":[51],"we":[52,72,85,96,125,158],"explore":[53],"applications":[55],"a":[59,87,127],"crucial":[60],"task,":[61],"that":[62,138],"is,":[63,139],"improving":[64],"efficiency":[66],"wireless":[68,91,122],"network":[69,92,104,131],"management.":[70],"Specifically,":[71],"first":[73],"overview":[74],"generative":[76],"AI,":[77],"as":[78,80],"well":[79],"three":[81],"representative":[82],"DGMs.":[83],"Then,":[84],"propose":[86],"DGM-empowered":[88],"framework":[89],"for":[90,117,146,163],"management,":[93],"which":[95],"elaborate":[97],"on":[98,130],"issues":[100],"conventional":[103],"management":[105],"approaches,":[106],"why":[107],"can":[109],"address":[110],"them":[111],"efficiently,":[112],"step-by-step":[115],"workflow":[116],"applying":[118],"managing":[121],"networks.":[123],"Moreover,":[124],"conduct":[126],"case":[128],"study":[129],"economics,":[132],"using":[133],"state-of-the-art":[135],"DGM":[136],"model,":[137,141],"effective":[144],"contracts":[145],"incentivizing":[147],"mobile":[149],"AI-generated":[150],"(AIGC)":[152],"services.":[153],"Last":[154],"but":[155],"not":[156],"least,":[157],"discuss":[159],"important":[160],"open":[161],"directions":[162],"further":[164],"research.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":36},{"year":2024,"cited_by_count":15}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}