{"id":"https://openalex.org/W4401634168","doi":"https://doi.org/10.1109/jiot.2024.3445171","title":"Diffusion-Model-Based Incentive Mechanism With Prospect Theory for Edge AIGC Services in 6G IoT","display_name":"Diffusion-Model-Based Incentive Mechanism With Prospect Theory for Edge AIGC Services in 6G IoT","publication_year":2024,"publication_date":"2024-08-16","ids":{"openalex":"https://openalex.org/W4401634168","doi":"https://doi.org/10.1109/jiot.2024.3445171"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3445171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3445171","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5006716072","display_name":"Jinbo Wen","orcid":"https://orcid.org/0009-0002-6567-7277"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jinbo Wen","raw_affiliation_strings":["College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0002-6567-7277","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048592975","display_name":"Jiangtian Nie","orcid":"https://orcid.org/0000-0003-1414-0621"},"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":"Jiangtian Nie","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Tampines, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-1414-0621","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Tampines, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003713008","display_name":"Yue Zhong","orcid":"https://orcid.org/0009-0006-8974-7208"},"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":"Yue Zhong","raw_affiliation_strings":["School of Automation, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-8974-7208","affiliations":[{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043939315","display_name":"Changyan Yi","orcid":"https://orcid.org/0000-0002-3467-0710"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changyan Yi","raw_affiliation_strings":["College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-3467-0710","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050670610","display_name":"Xiaohuan Li","orcid":"https://orcid.org/0000-0001-9097-4236"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohuan Li","raw_affiliation_strings":["School of Information and Communication, Guilin University of Electronic Technology, Guilin, China"],"raw_orcid":"https://orcid.org/0000-0001-9097-4236","affiliations":[{"raw_affiliation_string":"School of Information and Communication, Guilin University of Electronic Technology, Guilin, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031914716","display_name":"Jiangming Jin","orcid":"https://orcid.org/0000-0001-7552-6937"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiangming Jin","raw_affiliation_strings":["Qingcheng AI, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7552-6937","affiliations":[{"raw_affiliation_string":"Qingcheng AI, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100354608","display_name":"Yang Zhang","orcid":"https://orcid.org/0000-0001-9229-7689"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-9229-7689","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","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, Tampines, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-7442-7416","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Tampines, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5006716072"],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":10.8653,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.98771914,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"11","issue":"21","first_page":"34187","last_page":"34201"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9922000169754028,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9922000169754028,"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/T13553","display_name":"Age of Information Optimization","score":0.9919000267982483,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9740999937057495,"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":0.701448917388916},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.6461979150772095},{"id":"https://openalex.org/keywords/incentive","display_name":"Incentive","score":0.6242080926895142},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.568215548992157},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.48430290818214417},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3811723291873932},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3718186616897583},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35785433650016785},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2999657988548279},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.11727559566497803}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.701448917388916},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.6461979150772095},{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.6242080926895142},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.568215548992157},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.48430290818214417},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3811723291873932},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3718186616897583},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35785433650016785},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2999657988548279},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.11727559566497803},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3445171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3445171","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6516776612","display_name":null,"funder_award_id":"62071343","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6757976958","display_name":null,"funder_award_id":"U22A2054","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2795719186","https://openalex.org/W2890103652","https://openalex.org/W2964130937","https://openalex.org/W3002159761","https://openalex.org/W3013639278","https://openalex.org/W3105649577","https://openalex.org/W3110989801","https://openalex.org/W3134344446","https://openalex.org/W3135725526","https://openalex.org/W3180641418","https://openalex.org/W3188554269","https://openalex.org/W3192880923","https://openalex.org/W3195911184","https://openalex.org/W3213413164","https://openalex.org/W4212819829","https://openalex.org/W4220995498","https://openalex.org/W4308087357","https://openalex.org/W4315588830","https://openalex.org/W4317794926","https://openalex.org/W4323706279","https://openalex.org/W4328028536","https://openalex.org/W4382998652","https://openalex.org/W4385062305","https://openalex.org/W4386449991","https://openalex.org/W4386824960","https://openalex.org/W4387195417","https://openalex.org/W4387245356","https://openalex.org/W4387412814","https://openalex.org/W4389544793","https://openalex.org/W4390828922","https://openalex.org/W4391019625","https://openalex.org/W4396523471","https://openalex.org/W4396596847","https://openalex.org/W4396817538","https://openalex.org/W4399527299","https://openalex.org/W4401300035","https://openalex.org/W4401358158","https://openalex.org/W6677067356","https://openalex.org/W6747473740","https://openalex.org/W6779823529","https://openalex.org/W6849107809","https://openalex.org/W6850357939","https://openalex.org/W6859955027","https://openalex.org/W6870632234"],"related_works":["https://openalex.org/W2367468089","https://openalex.org/W2358591856","https://openalex.org/W2098133976","https://openalex.org/W2347416728","https://openalex.org/W2468219149","https://openalex.org/W2974100988","https://openalex.org/W2215702767","https://openalex.org/W2355932053","https://openalex.org/W2366296021","https://openalex.org/W2382571223"],"abstract_inverted_index":{"The":[0,58],"fusion":[1],"of":[2,5,27,56,60,70,85,99,144,189],"the":[3,17,21,82,96,142,164,171,187,190],"Internet":[4],"Things":[6],"(IoT)":[7],"with":[8,64],"sixth-generation":[9],"(6G)":[10],"technology":[11],"has":[12],"significant":[13],"potential":[14],"to":[15,37,51,135,139,155,169],"revolutionize":[16],"IoT":[18],"landscape.":[19],"With":[20],"ultrareliable":[22],"and":[23,34],"low-latency":[24],"communication":[25],"capabilities":[26],"6G,":[28],"6G-IoT":[29,122],"networks":[30],"can":[31],"transmit":[32],"high-quality":[33,100],"diverse":[35],"data":[36],"enhance":[38],"edge":[39,61,65,79,86,101,118],"learning.":[40],"Artificial":[41],"intelligence-generated":[42],"content":[43],"(AIGC)":[44],"harnesses":[45],"advanced":[46],"artificial":[47],"intelligence":[48],"(AI)":[49],"algorithms":[50],"automatically":[52],"generate":[53,170],"various":[54],"types":[55],"content.":[57],"emergence":[59],"AIGC":[62,72,76,89,102,119,137,148],"integrates":[63],"networks,":[66],"facilitating":[67],"real-time":[68],"provision":[69,98],"customized":[71],"services":[73,103,120,138],"by":[74],"deploying":[75],"models":[77],"on":[78],"devices.":[80],"However,":[81],"current":[83],"practice":[84],"devices":[87],"as":[88],"service":[90],"providers":[91],"(ASPs)":[92],"lacks":[93],"incentives,":[94],"hindering":[95],"sustainable":[97],"amidst":[104],"information":[105],"asymmetry.":[106],"In":[107],"this":[108],"article,":[109],"we":[110,125,150,162],"develop":[111],"a":[112,128],"user-centric":[113],"incentive":[114],"mechanism":[115],"framework":[116],"for":[117,132],"in":[121],"networks.":[123],"Specifically,":[124],"first":[126],"propose":[127],"contract":[129,173],"theory":[130,153],"model":[131],"incentivizing":[133],"ASPs":[134],"provide":[136],"clients.":[140],"Recognizing":[141],"irrationality":[143],"clients":[145],"toward":[146],"personalized":[147],"services,":[149],"utilize":[151],"prospect":[152],"(PT)":[154],"capture":[156],"their":[157],"subjective":[158],"utility":[159],"better.":[160],"Furthermore,":[161],"adopt":[163],"diffusion-based":[165],"soft":[166],"actor-critic":[167],"algorithm":[168],"optimal":[172],"design":[174],"under":[175],"PT,":[176],"outperforming":[177],"traditional":[178],"deep":[179],"reinforcement":[180],"learning":[181],"algorithms.":[182],"Our":[183],"numerical":[184],"results":[185],"demonstrate":[186],"effectiveness":[188],"proposed":[191],"scheme.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":5}],"updated_date":"2026-05-27T09:02:27.158192","created_date":"2025-10-10T00:00:00"}
