{"id":"https://openalex.org/W4387415166","doi":"https://doi.org/10.1109/mnet.2023.3321538","title":"AI-Generated Network Design: A Diffusion Model-Based Learning Approach","display_name":"AI-Generated Network Design: A Diffusion Model-Based Learning Approach","publication_year":2023,"publication_date":"2023-10-06","ids":{"openalex":"https://openalex.org/W4387415166","doi":"https://doi.org/10.1109/mnet.2023.3321538"},"language":"en","primary_location":{"id":"doi:10.1109/mnet.2023.3321538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2023.3321538","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"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 Network","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/A5052413299","display_name":"Yudong Huang","orcid":"https://orcid.org/0000-0002-7178-9067"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yudong Huang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China","State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]},{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, P.R. China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053209543","display_name":"Minrui Xu","orcid":"https://orcid.org/0000-0002-8203-8146"},"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":"Minrui Xu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100400250","display_name":"Xinyuan Zhang","orcid":"https://orcid.org/0000-0003-2141-431X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyuan Zhang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China","State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]},{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, P.R. China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"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":["School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"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":["Information Systems Technology and Design (ISTD) Pillar, Singapore University of Technology and Design, Tampines, Singapore"],"affiliations":[{"raw_affiliation_string":"Information Systems Technology and Design (ISTD) Pillar, Singapore University of Technology and Design, Tampines, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100622109","display_name":"Shuo Wang","orcid":"https://orcid.org/0000-0002-6350-6362"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4210155350","display_name":"Purple Mountain Laboratories","ror":"https://ror.org/04zcbk583","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210155350"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Wang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China","Purple Mountain Laboratories, Nanjing, P.R. China","State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]},{"raw_affiliation_string":"Purple Mountain Laboratories, Nanjing, P.R. China","institution_ids":["https://openalex.org/I4210155350"]},{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, P.R. China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087767046","display_name":"Tao Huang","orcid":"https://orcid.org/0000-0002-3545-1122"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4210155350","display_name":"Purple Mountain Laboratories","ror":"https://ror.org/04zcbk583","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210155350"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Huang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China","Purple Mountain Laboratories, Nanjing, P.R. China","State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]},{"raw_affiliation_string":"Purple Mountain Laboratories, Nanjing, P.R. China","institution_ids":["https://openalex.org/I4210155350"]},{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, P.R. China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5052413299"],"corresponding_institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"],"apc_list":null,"apc_paid":null,"fwci":4.5618,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.95489599,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"38","issue":"3","first_page":"202","last_page":"209"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.998199999332428,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9980000257492065,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9857000112533569,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8461244106292725},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7976479530334473},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6386486291885376},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5174298882484436},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49590548872947693},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.46562856435775757},{"id":"https://openalex.org/keywords/network-planning-and-design","display_name":"Network planning and design","score":0.43087053298950195},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4213827848434448},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.17717793583869934}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8461244106292725},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7976479530334473},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6386486291885376},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5174298882484436},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49590548872947693},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.46562856435775757},{"id":"https://openalex.org/C114563136","wikidata":"https://www.wikidata.org/wiki/Q19725982","display_name":"Network planning and design","level":2,"score":0.43087053298950195},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4213827848434448},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.17717793583869934},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mnet.2023.3321538","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2023.3321538","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"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 Network","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":16,"referenced_works":["https://openalex.org/W2898035736","https://openalex.org/W3038898937","https://openalex.org/W3091752016","https://openalex.org/W3098136764","https://openalex.org/W3130028789","https://openalex.org/W3133735442","https://openalex.org/W3166861417","https://openalex.org/W3191167321","https://openalex.org/W3200039226","https://openalex.org/W4290991003","https://openalex.org/W4290991577","https://openalex.org/W4293327156","https://openalex.org/W6779823529","https://openalex.org/W6804006238","https://openalex.org/W6842958722","https://openalex.org/W6847081674"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W4312407344","https://openalex.org/W2894289927"],"abstract_inverted_index":{"The":[0],"future":[1],"networks":[2],"pose":[3],"intense":[4],"demands":[5],"for":[6,61],"intelligent":[7,41],"and":[8,24,37,46,76,105,113],"customized":[9,73],"designs":[10,112],"to":[11,67,92,102,126],"cope":[12],"with":[13],"the":[14,53,83,94,133],"surging":[15],"network":[16,62,74,118],"scale,":[17],"dynamically":[18],"time-varying":[19],"environments,":[20],"diverse":[21],"user":[22],"requirements,":[23],"complicated":[25],"manual":[26],"configuration.":[27],"However,":[28],"traditional":[29],"rule-based":[30],"solutions":[31,75],"heavily":[32],"rely":[33],"on":[34],"human":[35],"efforts":[36],"expertise,":[38],"while":[39],"data-driven":[40],"algorithms":[42],"still":[43],"lack":[44],"interpretability":[45],"generalization.":[47],"In":[48],"this":[49],"paper,":[50],"we":[51,121],"propose":[52],"AIGN":[54,88,129],"(AI-Generated":[55],"Network),":[56],"a":[57,70,123],"novel":[58,111],"intention-driven":[59],"paradigm":[60],"design,":[63],"which":[64],"allows":[65],"operators":[66],"quickly":[68],"generate":[69],"variety":[71],"of":[72,135],"achieve":[77],"expert-free":[78],"problem":[79],"optimization.":[80],"Driven":[81],"by":[82],"diffusion":[84],"model-based":[85],"learning":[86],"approach,":[87],"has":[89],"great":[90],"potential":[91],"learn":[93],"reward-maximizing":[95],"trajectories,":[96],"automatically":[97],"satisfy":[98],"multiple":[99],"constraints,":[100],"adapt":[101],"different":[103],"objectives":[104],"scenarios,":[106],"or":[107],"even":[108],"intelligently":[109],"create":[110],"mechanisms":[114],"unseen":[115],"in":[116,139],"existing":[117],"environments.":[119],"Finally,":[120],"conduct":[122],"use":[124],"case":[125],"demonstrate":[127],"that":[128],"can":[130],"effectively":[131],"guide":[132],"design":[134],"transmit":[136],"power":[137],"allocation":[138],"digital":[140],"twin-based":[141],"access":[142],"networks.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
