{"id":"https://openalex.org/W7085179143","doi":"https://doi.org/10.1109/tsc.2025.3618892","title":"CAST: Cluster-Driven Truthful Crowdfunding Mechanism for Shared AI Service Deployment","display_name":"CAST: Cluster-Driven Truthful Crowdfunding Mechanism for Shared AI Service Deployment","publication_year":2025,"publication_date":"2025-10-07","ids":{"openalex":"https://openalex.org/W7085179143","doi":"https://doi.org/10.1109/tsc.2025.3618892"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2025.3618892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2025.3618892","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Transactions on Services Computing","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":null,"display_name":"Hongze Liu","orcid":"https://orcid.org/0000-0003-0680-9508"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongze Liu","raw_affiliation_strings":["School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0680-9508","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mengru Wang","orcid":"https://orcid.org/0009-0003-8231-9938"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengru Wang","raw_affiliation_strings":["School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0003-8231-9938","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Junzhe Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junzhe Liu","raw_affiliation_strings":["School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shijing Yuan","orcid":"https://orcid.org/0000-0002-7243-9595"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijing Yuan","raw_affiliation_strings":["School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-7243-9595","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiong Lou","orcid":"https://orcid.org/0000-0001-9245-2626"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiong Lou","raw_affiliation_strings":["School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9245-2626","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chentao Wu","orcid":"https://orcid.org/0000-0002-6882-3754"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chentao Wu","raw_affiliation_strings":["School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-6882-3754","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jie Li","orcid":"https://orcid.org/0000-0002-4974-6116"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Li","raw_affiliation_strings":["School of Computer Science, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4974-6116","affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.6024407,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"6","first_page":"3552","last_page":"3566"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11316","display_name":"Mycobacterium research and diagnosis","score":0.16269999742507935,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11316","display_name":"Mycobacterium research and diagnosis","score":0.16269999742507935,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10038","display_name":"Tuberculosis Research and Epidemiology","score":0.07079999893903732,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.05820000171661377,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/software-deployment","display_name":"Software deployment","score":0.7272999882698059},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6668999791145325},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5570999979972839},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.48170000314712524},{"id":"https://openalex.org/keywords/generality","display_name":"Generality","score":0.45820000767707825},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.38960000872612},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.3580000102519989}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8508999943733215},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7272999882698059},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6668999791145325},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5570999979972839},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.48170000314712524},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.460999995470047},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.45820000767707825},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.40059998631477356},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.38960000872612},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3580000102519989},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.351500004529953},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.32850000262260437},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.30970001220703125},{"id":"https://openalex.org/C201717286","wikidata":"https://www.wikidata.org/wiki/Q938185","display_name":"Rationality","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.3050999939441681},{"id":"https://openalex.org/C33271190","wikidata":"https://www.wikidata.org/wiki/Q3467747","display_name":"Telecommunications service","level":2,"score":0.27379998564720154},{"id":"https://openalex.org/C153517567","wikidata":"https://www.wikidata.org/wiki/Q26090","display_name":"Mechanism design","level":2,"score":0.27300000190734863}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2025.3618892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2025.3618892","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2857700228","display_name":null,"funder_award_id":"62232011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6832485337","display_name":null,"funder_award_id":"62402315","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W586722081","https://openalex.org/W1969795839","https://openalex.org/W2024476015","https://openalex.org/W2053742104","https://openalex.org/W2077929361","https://openalex.org/W2080122405","https://openalex.org/W2135954328","https://openalex.org/W2567948266","https://openalex.org/W2943603304","https://openalex.org/W2963209633","https://openalex.org/W3019913914","https://openalex.org/W3048804154","https://openalex.org/W3123380468","https://openalex.org/W3187194592","https://openalex.org/W3205478485","https://openalex.org/W3211199052","https://openalex.org/W3215243218","https://openalex.org/W4206048243","https://openalex.org/W4206682705","https://openalex.org/W4234918171","https://openalex.org/W4254499902","https://openalex.org/W4296339264","https://openalex.org/W4308035264","https://openalex.org/W4310215151","https://openalex.org/W4312776893","https://openalex.org/W4319865990","https://openalex.org/W4322153971","https://openalex.org/W4323262593","https://openalex.org/W4323338293","https://openalex.org/W4365790252","https://openalex.org/W4377428060","https://openalex.org/W4386249639","https://openalex.org/W4386869810","https://openalex.org/W4386883029","https://openalex.org/W4387544215","https://openalex.org/W4390828922","https://openalex.org/W4390911999","https://openalex.org/W4391614477","https://openalex.org/W4399768997","https://openalex.org/W4400188118","https://openalex.org/W4400447774","https://openalex.org/W4401536879","https://openalex.org/W4405908054","https://openalex.org/W4410087249","https://openalex.org/W4415796625"],"related_works":[],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"of":[3,11,127,182],"AI":[4],"models":[5],"has":[6],"substantially":[7],"increased":[8],"the":[9,104,116,125,180,183],"cost":[10],"deploying":[12],"services":[13],"on":[14,49,103],"servers.":[15],"Fortunately,":[16],"their":[17,78],"generality":[18],"enables":[19],"them":[20],"to":[21,30,60,75,80,87,144],"serve":[22],"multiple":[23],"clients":[24,143],"with":[25,108,119,156],"similar":[26],"tasks,":[27],"presenting":[28],"opportunities":[29],"optimize":[31],"service":[32,39,45,82],"deployment":[33,46,83],"and":[34,56,62,90,167,192],"maximize":[35],"social":[36],"utility":[37,147,191,197],"by":[38,199],"sharing.":[40],"Existing":[41],"approaches":[42],"for":[43],"shared":[44,81],"often":[47],"rely":[48],"centralized":[50],"algorithms":[51,118],"that":[52,115,141],"overlook":[53],"privacy":[54],"concerns":[55],"selfish":[57],"behavior,":[58],"leading":[59],"untruthful":[61],"suboptimal":[63],"outcomes":[64],"in":[65,163,175,189,194],"distributed":[66],"networks.":[67],"While":[68],"Vickrey-Clarke-Groves":[69],"(VCG)":[70],"mechanisms":[71],"are":[72],"widely":[73],"used":[74],"ensure":[76],"truthfulness,":[77,164],"adaptation":[79],"faces":[84],"challenges":[85],"related":[86],"individual":[88,151,196],"rationality":[89],"scalability.":[91],"To":[92,130],"tackle":[93],"these":[94],"issues,":[95],"we":[96,133],"propose":[97],"a":[98,136,172],"novel":[99],"auction":[100],"mechanism":[101,160],"based":[102],"VCG":[105,155],"framework,":[106],"enhanced":[107],"targeted":[109],"clustering":[110,117,139],"algorithms.":[111],"Theoretical":[112],"analysis":[113],"demonstrates":[114],"controllable":[120],"radius":[121],"bound":[122],"can":[123],"mitigate":[124],"limitations":[126],"naive":[128],"VCG.":[129],"preserve":[131],"privacy,":[132],"further":[134],"design":[135],"Bayesian,":[137],"utility-likelihood":[138],"scheme":[140],"requires":[142],"reveal":[145],"only":[146],"values":[148],"rather":[149],"than":[150],"details.":[152],"By":[153],"combining":[154],"adaptive":[157],"clustering,":[158],"our":[159],"achieves":[161],"guarantees":[162],"economic":[165],"properties,":[166],"performance.":[168],"Experimental":[169],"evaluations,":[170],"including":[171],"case":[173],"study":[174],"Non-IID":[176],"federated":[177],"learning,":[178],"validate":[179],"effectiveness":[181],"proposed":[184],"approach,":[185],"showing":[186],"significant":[187],"improvements":[188],"overall":[190],"reduction":[193],"negative":[195],"instances":[198],"over":[200],"90%.":[201]},"counts_by_year":[],"updated_date":"2025-12-12T23:16:27.785689","created_date":"2025-10-10T00:00:00"}
