{"id":"https://openalex.org/W4400268352","doi":"https://doi.org/10.1145/3665348.3665356","title":"Deep Reinforcement Learning based Multi-attribute Auction Model for Resource Allocation in Vehicular AIGC Services","display_name":"Deep Reinforcement Learning based Multi-attribute Auction Model for Resource Allocation in Vehicular AIGC Services","publication_year":2024,"publication_date":"2024-05-10","ids":{"openalex":"https://openalex.org/W4400268352","doi":"https://doi.org/10.1145/3665348.3665356"},"language":"en","primary_location":{"id":"doi:10.1145/3665348.3665356","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3665348.3665356","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 International Conference on Generative Artificial Intelligence and Information Security","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/A5072551995","display_name":"Yongju Tong","orcid":"https://orcid.org/0000-0001-8726-1059"},"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":true,"raw_author_name":"Yongju Tong","raw_affiliation_strings":["Guangdong University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, China","institution_ids":["https://openalex.org/I139024713"]}]},{"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"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102015812","display_name":"Junlong Chen","orcid":"https://orcid.org/0000-0003-3931-8190"},"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":"Junlong Chen","raw_affiliation_strings":["Guangdong University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, China","institution_ids":["https://openalex.org/I139024713"]}]},{"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/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"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":["CN","SG"],"is_corresponding":false,"raw_author_name":"Minrui Xu","raw_affiliation_strings":["Nanyang Technological University, Singapore","Shandong University, China"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Shandong University, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013729643","display_name":"Helin Yang","orcid":"https://orcid.org/0000-0001-9697-7470"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Helin Yang","raw_affiliation_strings":["Xiamen University, China"],"affiliations":[{"raw_affiliation_string":"Xiamen University, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103077343","display_name":"Minghui Xu","orcid":"https://orcid.org/0000-0003-3675-3461"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"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":["CN","SG"],"is_corresponding":false,"raw_author_name":"Minghui Xu","raw_affiliation_strings":["Nanyang Technological University, Singapore","Shandong University, China"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Shandong University, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027057850","display_name":"Renchao Xie","orcid":"https://orcid.org/0000-0002-2825-8463"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renchao Xie","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","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"],"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore","institution_ids":["https://openalex.org/I152815399"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5072551995"],"corresponding_institution_ids":["https://openalex.org/I139024713"],"apc_list":null,"apc_paid":null,"fwci":1.5588,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86231618,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"36","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9961000084877014,"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"}},"topics":[{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9961000084877014,"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/T11942","display_name":"Transportation and Mobility Innovations","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T11182","display_name":"Auction Theory and Applications","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8688532114028931},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7423689961433411},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.652917742729187},{"id":"https://openalex.org/keywords/double-auction","display_name":"Double auction","score":0.5006167888641357},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48558515310287476},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.46355998516082764},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.35409754514694214},{"id":"https://openalex.org/keywords/common-value-auction","display_name":"Common value auction","score":0.2808118462562561},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.21093404293060303},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.16504788398742676},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.15505295991897583},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11104026436805725},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.0786629319190979}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8688532114028931},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7423689961433411},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.652917742729187},{"id":"https://openalex.org/C2539976","wikidata":"https://www.wikidata.org/wiki/Q12163285","display_name":"Double auction","level":3,"score":0.5006167888641357},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48558515310287476},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.46355998516082764},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.35409754514694214},{"id":"https://openalex.org/C163239763","wikidata":"https://www.wikidata.org/wiki/Q5153637","display_name":"Common value auction","level":2,"score":0.2808118462562561},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.21093404293060303},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.16504788398742676},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.15505295991897583},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11104026436805725},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0786629319190979}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3665348.3665356","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3665348.3665356","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 International Conference on Generative Artificial Intelligence and Information Security","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.qub.ac.uk/portal:publications/0eb3baf1-e36f-4fb9-a265-6455696dd3fc","is_oa":false,"landing_page_url":"https://pure.qub.ac.uk/en/publications/0eb3baf1-e36f-4fb9-a265-6455696dd3fc","pdf_url":null,"source":{"id":"https://openalex.org/S4306402319","display_name":"Research Portal (Queen's University Belfast)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I126231945","host_organization_name":"Queen's University Belfast","host_organization_lineage":["https://openalex.org/I126231945"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Tong, Y, Kang, J, Chen, J, Xu, M, Yang, H, Xu, M, Xie, R & Xiong, Z 2024, Deep Reinforcement Learning based Multi-attribute Auction Model for Resource Allocation in Vehicular AIGC Services. in Proceedings of 2024 International Conference on Generative Artificial Intelligence and Information Security, GAIIS 2024. ACM International Conference Proceeding Series, Association for Computing Machinery, pp. 36-42, 2024 International Conference on Generative Artificial Intelligence and Information Security, GAIIS 2024, Kuala Lumpur, Malaysia, 10/05/2024. https://doi.org/10.1145/3665348.3665356","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2067412934","https://openalex.org/W2077297105","https://openalex.org/W2901174000","https://openalex.org/W2998944365","https://openalex.org/W4226027685","https://openalex.org/W4226197395","https://openalex.org/W4360887656","https://openalex.org/W4363671834","https://openalex.org/W4384787194","https://openalex.org/W4387385569","https://openalex.org/W4389289567","https://openalex.org/W4390745957","https://openalex.org/W4390828922","https://openalex.org/W6638018090"],"related_works":["https://openalex.org/W2366137074","https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903","https://openalex.org/W2153007255","https://openalex.org/W2138781885"],"abstract_inverted_index":{"Artificial":[0],"Intelligence-Generated":[1],"Content":[2],"(AIGC)":[3],"has":[4],"garnered":[5],"widespread":[6],"attention":[7],"due":[8,54],"to":[9,12,55,74,122,143],"its":[10],"ability":[11],"automatically":[13],"generate":[14],"diverse":[15,41],"and":[16,42,51,62,104,178],"valuable":[17],"digital":[18],"content.":[19],"Integrating":[20],"with":[21],"AIGC,":[22],"vehicular":[23,34,47,81,97],"networks":[24],"are":[25],"evolving":[26],"as":[27,117],"the":[28,40,56,63,113,145,150,159],"next-generation":[29],"intelligent":[30],"transportation":[31],"system,":[32],"i.e.,":[33],"Metaverses,":[35],"which":[36,100],"can":[37],"significantly":[38],"enrich":[39],"personalized":[43],"immersive":[44],"experience":[45],"of":[46,66,170],"applications":[48],"for":[49,59,79,92],"drivers":[50],"passengers.":[52],"Nevertheless,":[53],"high":[57],"demand":[58],"AIGC":[60,98],"services":[61],"limited":[64],"coverage":[65],"RoadSide":[67],"Units":[68],"(RSUs),":[69],"it":[70],"is":[71],"still":[72],"challenging":[73],"efficiently":[75,148],"allocate":[76],"RSU":[77],"resources":[78],"massive":[80],"users.":[82],"In":[83,107],"this":[84,108],"paper,":[85],"we":[86,110,128],"propose":[87],"an":[88,130],"attribute-aware":[89],"auction-based":[90],"mechanism":[91],"real-time":[93],"resource":[94],"allocation":[95],"in":[96,132,168],"services,":[99],"considers":[101],"both":[102],"price":[103],"non-monetary":[105],"attributes.":[106],"mechanism,":[109],"first":[111],"formulate":[112],"resource-attribute":[114],"matching":[115],"problem":[116],"a":[118,133],"weighted":[119],"bipartite":[120],"graph":[121],"determine":[123],"potential":[124],"market":[125],"participants.":[126],"Then,":[127],"train":[129],"auctioneer":[131],"double":[134],"Dutch":[135],"auction":[136,146,162,179],"using":[137],"Deep":[138],"Reinforcement":[139],"Learning":[140],"(DRL)":[141],"algorithms":[142],"adjust":[144],"clocks":[147],"during":[149],"clock":[151],"adjustment":[152],"process.":[153],"Finally,":[154],"simulation":[155],"results":[156],"show":[157],"that":[158],"proposed":[160],"DRL-based":[161],"scheme":[163],"outperforms":[164],"existing":[165],"baseline":[166],"schemes":[167],"terms":[169],"average":[171],"cumulative":[172],"reward,":[173],"convergence":[174],"speed,":[175],"social":[176],"welfare,":[177],"information":[180],"exchange":[181],"costs.":[182]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
