{"id":"https://openalex.org/W4412164032","doi":"https://doi.org/10.1109/tcc.2025.3586878","title":"Accelerating AI-Generated Content Collaborative Inference Via Transfer Reinforcement Learning in Dynamic Edge Networks","display_name":"Accelerating AI-Generated Content Collaborative Inference Via Transfer Reinforcement Learning in Dynamic Edge Networks","publication_year":2025,"publication_date":"2025-07-01","ids":{"openalex":"https://openalex.org/W4412164032","doi":"https://doi.org/10.1109/tcc.2025.3586878"},"language":"en","primary_location":{"id":"doi:10.1109/tcc.2025.3586878","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcc.2025.3586878","pdf_url":null,"source":{"id":"https://openalex.org/S2492498579","display_name":"IEEE Transactions on Cloud Computing","issn_l":"2168-7161","issn":["2168-7161","2372-0018"],"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 Cloud 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":"https://openalex.org/A5111365478","display_name":"Meng Tian","orcid":"https://orcid.org/0009-0000-6428-4450"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meng Tian","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100745764","display_name":"Zhicheng Liu","orcid":"https://orcid.org/0000-0001-7543-1946"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicheng Liu","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111136016","display_name":"Chenxuan Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenxuan Hou","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007510770","display_name":"Chao Qiu","orcid":"https://orcid.org/0000-0002-2224-2292"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Qiu","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046637354","display_name":"Xiaofei Wang","orcid":"https://orcid.org/0000-0001-5490-5591"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Wang","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"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":["College of Computing and Data Science, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035919267","display_name":"Victor C. M. Leung","orcid":"https://orcid.org/0000-0003-3529-2640"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Victor C. M. Leung","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen MSU-BIT University, Shenzhen, China","College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen MSU-BIT University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4210152380"]},{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5111365478"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":2.8599,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.91766649,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"13","issue":"3","first_page":"1011","last_page":"1025"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9096999764442444,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9096999764442444,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.7845588326454163},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7463303804397583},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5871511101722717},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.561331033706665},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5572935938835144},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5105453729629517},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.470008909702301},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.4441983997821808},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4307323396205902},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3222980797290802},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13281512260437012},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.0845494270324707}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7845588326454163},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7463303804397583},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5871511101722717},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.561331033706665},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5572935938835144},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5105453729629517},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.470008909702301},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.4441983997821808},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4307323396205902},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3222980797290802},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13281512260437012},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.0845494270324707}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcc.2025.3586878","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcc.2025.3586878","pdf_url":null,"source":{"id":"https://openalex.org/S2492498579","display_name":"IEEE Transactions on Cloud Computing","issn_l":"2168-7161","issn":["2168-7161","2372-0018"],"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 Cloud Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W2064076387","https://openalex.org/W2591924527","https://openalex.org/W3022749764","https://openalex.org/W3041133507","https://openalex.org/W3086953995","https://openalex.org/W3106590465","https://openalex.org/W3107242135","https://openalex.org/W3135497297","https://openalex.org/W3164427039","https://openalex.org/W3182967956","https://openalex.org/W3187813993","https://openalex.org/W3203864086","https://openalex.org/W3211054674","https://openalex.org/W4205902144","https://openalex.org/W4285160334","https://openalex.org/W4286365441","https://openalex.org/W4294068692","https://openalex.org/W4313162985","https://openalex.org/W4323022485","https://openalex.org/W4360884927","https://openalex.org/W4382998652","https://openalex.org/W4386047807","https://openalex.org/W4386071831","https://openalex.org/W4386076371","https://openalex.org/W4386076653","https://openalex.org/W4386917312","https://openalex.org/W4387968097","https://openalex.org/W4388240237","https://openalex.org/W4389104731","https://openalex.org/W4390204245","https://openalex.org/W4390932830","https://openalex.org/W4391019625","https://openalex.org/W4391722755","https://openalex.org/W4391807591","https://openalex.org/W4391853590","https://openalex.org/W4392908059","https://openalex.org/W4399381349","https://openalex.org/W4402835712"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W3162668736","https://openalex.org/W3013760193","https://openalex.org/W4366999913","https://openalex.org/W4281678247","https://openalex.org/W3014007418","https://openalex.org/W4381489698","https://openalex.org/W3131458535"],"abstract_inverted_index":{"While":[0],"diffusion":[1,76],"models":[2],"have":[3],"demonstrated":[4],"remarkable":[5],"success":[6],"in":[7,13,25,51,145],"computer":[8],"vision":[9,61],"tasks,":[10],"their":[11],"deployment":[12,131],"Internet":[14],"of":[15,147],"Things":[16],"environments":[17],"remains":[18],"challenging.":[19],"Edge":[20],"devices":[21],"face":[22],"significant":[23],"constraints":[24],"computational":[26,85],"resources":[27],"and":[28,84,105,112,151],"must":[29],"adapt":[30],"to":[31,108,159],"dynamic":[32,52],"operating":[33],"conditions.":[34],"To":[35,87],"address":[36],"these":[37],"limitations,":[38],"we":[39,91,116],"propose":[40],"a":[41,59,118],"novel":[42],"system":[43,57,141],"that":[44,65,100,125,139],"accelerates":[45],"AIgenerated":[46],"content":[47],"(AIGC)":[48],"collaborative":[49],"inference":[50,82,113,149],"edge":[53],"networks.":[54],"The":[55],"proposed":[56],"introduces":[58],"multi-exit":[60],"transformer-based":[62],"U-Net":[63],"architecture":[64],"enables":[66],"efficient":[67],"processing":[68],"through":[69],"adaptive":[70],"exit":[71,103],"point":[72],"selection":[73,104],"during":[74],"the":[75,79],"process,":[77],"optimizing":[78],"trade-off":[80],"between":[81],"accuracy":[83],"efficiency.":[86],"optimize":[88],"device-level":[89],"operations,":[90],"develop":[92],"an":[93],"innovative":[94],"generative":[95],"AI-assisted":[96],"reinforcement":[97,128],"learning":[98,129],"framework":[99],"determines":[101],"optimal":[102],"offloading":[106],"strategies":[107],"maximize":[109],"generation":[110,152],"quality":[111],"speed.":[114],"Furthermore,":[115],"design":[117],"fine-tuning":[119],"approach":[120],"with":[121],"policy":[122],"reuse":[123],"mechanisms":[124],"facilitates":[126],"rapid":[127],"algorithm":[130],"across":[132],"diverse":[133],"environments.":[134],"Extensive":[135],"experimental":[136],"evaluations":[137],"demonstrate":[138],"our":[140],"outperforms":[142],"existing":[143],"algorithms":[144],"terms":[146],"balancing":[148],"latency":[150],"quality,":[153],"while":[154],"also":[155],"exhibiting":[156],"improved":[157],"adaptability":[158],"environmental":[160],"variations.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
