{"id":"https://openalex.org/W4395661396","doi":"https://doi.org/10.1109/tsmc.2024.3382986","title":"Decentralized Adaptive TD(\u03bb) Learning With Linear Function Approximation: Nonasymptotic Analysis","display_name":"Decentralized Adaptive TD(\u03bb) Learning With Linear Function Approximation: Nonasymptotic Analysis","publication_year":2024,"publication_date":"2024-04-26","ids":{"openalex":"https://openalex.org/W4395661396","doi":"https://doi.org/10.1109/tsmc.2024.3382986"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2024.3382986","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2024.3382986","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","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/A5050705532","display_name":"Junlong Zhu","orcid":"https://orcid.org/0000-0002-6411-7035"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junlong Zhu","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang, China"],"raw_orcid":"https://orcid.org/0000-0002-6411-7035","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095902529","display_name":"Tao Mao","orcid":"https://orcid.org/0009-0001-5500-7192"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Mao","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang, China"],"raw_orcid":"https://orcid.org/0009-0001-5500-7192","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087014857","display_name":"Mingchuan Zhang","orcid":"https://orcid.org/0000-0002-2523-1089"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingchuan Zhang","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang, China"],"raw_orcid":"https://orcid.org/0000-0002-2523-1089","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015027725","display_name":"Quanbo Ge","orcid":"https://orcid.org/0000-0002-6907-7837"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quanbo Ge","raw_affiliation_strings":["School of Automation, Nanjing University of Information Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-6907-7837","affiliations":[{"raw_affiliation_string":"School of Automation, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080439384","display_name":"Qingtao Wu","orcid":"https://orcid.org/0000-0003-1572-5293"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingtao Wu","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang, China"],"raw_orcid":"https://orcid.org/0000-0003-1572-5293","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087894632","display_name":"Keqin Li","orcid":"https://orcid.org/0000-0001-5224-4048"},"institutions":[{"id":"https://openalex.org/I157455823","display_name":"SUNY New Paltz","ror":"https://ror.org/03j3dv688","country_code":"US","type":"education","lineage":["https://openalex.org/I157455823"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Keqin Li","raw_affiliation_strings":["Department of Computer Science, State University of New York, New Paltz, NY, USA"],"raw_orcid":"https://orcid.org/0000-0001-5224-4048","affiliations":[{"raw_affiliation_string":"Department of Computer Science, State University of New York, New Paltz, NY, USA","institution_ids":["https://openalex.org/I157455823"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5557,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.69331685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"54","issue":"8","first_page":"4630","last_page":"4641"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9980000257492065,"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/T10320","display_name":"Neural Networks and Applications","score":0.9980000257492065,"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"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.992900013923645,"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"}},{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9894999861717224,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4572659432888031},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.4352415204048157},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4211437702178955},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.33604544401168823},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3322211503982544},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.2558203339576721},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10225135087966919}],"concepts":[{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4572659432888031},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.4352415204048157},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4211437702178955},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.33604544401168823},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3322211503982544},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2558203339576721},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10225135087966919},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2024.3382986","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2024.3382986","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1413938862","display_name":null,"funder_award_id":"61976243","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1448980559","display_name":null,"funder_award_id":"2021M690914","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2391655438","display_name":null,"funder_award_id":"62033010","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"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1575327902","https://openalex.org/W2139418546","https://openalex.org/W2145339207","https://openalex.org/W2146502635","https://openalex.org/W2158091072","https://openalex.org/W2165131254","https://openalex.org/W2763533254","https://openalex.org/W2766447205","https://openalex.org/W2885549115","https://openalex.org/W2891364703","https://openalex.org/W2962771678","https://openalex.org/W2962856794","https://openalex.org/W2963616027","https://openalex.org/W2963649943","https://openalex.org/W2964123095","https://openalex.org/W2972385320","https://openalex.org/W2982316857","https://openalex.org/W3009585715","https://openalex.org/W3011252985","https://openalex.org/W3041202696","https://openalex.org/W3089075644","https://openalex.org/W3100513551","https://openalex.org/W3132503596","https://openalex.org/W3155344062","https://openalex.org/W3157756024","https://openalex.org/W3173589300","https://openalex.org/W3186834862","https://openalex.org/W3197697946","https://openalex.org/W3202016380","https://openalex.org/W3206576350","https://openalex.org/W3212756364","https://openalex.org/W4214717370","https://openalex.org/W4238850922","https://openalex.org/W4310833211","https://openalex.org/W4376130206","https://openalex.org/W6631190155","https://openalex.org/W6639835816","https://openalex.org/W6677826109","https://openalex.org/W6681435938","https://openalex.org/W6738693370","https://openalex.org/W6738796088","https://openalex.org/W6747620207","https://openalex.org/W6757326070","https://openalex.org/W6758937863","https://openalex.org/W6762191990","https://openalex.org/W6763578770","https://openalex.org/W6767751474","https://openalex.org/W6780179245","https://openalex.org/W6786030998","https://openalex.org/W6794496537","https://openalex.org/W6800650132","https://openalex.org/W6922480057"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4391375266","https://openalex.org/W1979597421","https://openalex.org/W2007980826","https://openalex.org/W2061531152","https://openalex.org/W3002753104","https://openalex.org/W2077600819","https://openalex.org/W2142036596","https://openalex.org/W2072657027"],"abstract_inverted_index":{"In":[0],"multiagent":[1],"reinforcement":[2],"learning,":[3],"policy":[4],"evaluation":[5],"is":[6,18],"a":[7,71,187],"central":[8],"problem.":[9],"To":[10],"solve":[11],"this":[12,68],"problem,":[13],"decentralized":[14,34,72,207],"temporal-difference":[15],"(TD)":[16],"learning":[17,38,50,81,116,209],"one":[19],"of":[20,36,49,57,64,115,125,164,166,175,189],"the":[21,46,54,62,112,121,137,167,173],"most":[22],"popular":[23],"methods,":[24],"which":[25,109],"has":[26],"been":[27],"investigated":[28],"in":[29,61],"recent":[30],"years.":[31],"However,":[32],"existing":[33,206],"variants":[35],"TD":[37,208],"often":[39],"suffer":[40],"from":[41],"slow":[42],"convergence":[43],"due":[44],"to":[45,97,159],"sensitive":[47],"selection":[48],"rates.":[51,117],"Inspired":[52],"by":[53],"great":[55],"success":[56],"adaptive":[58,73],"gradient":[59],"methods":[60],"training":[63],"deep":[65],"neural":[66],"networks,":[67],"article":[69],"proposes":[70],"TD<inline-formula":[74],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[75,86,100,102,127,129,147,149,177,179,196,198],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[76,87,103,130,150,180,199],"<tex-math":[77,88,104,131,151,181,200],"notation=\"LaTeX\">$(\\lambda":[78],")$":[79],"</tex-math></inline-formula>":[80,91,135,155,185,204],"algorithm":[82],"for":[83],"general":[84],"<inline-formula":[85],"notation=\"LaTeX\">$\\lambda":[89],"$":[90],"with":[92],"linear":[93],"function":[94],"approximation,":[95],"referred":[96],"as":[98],"<monospace":[99,126,146,176,195],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">D-AMSTD</monospace><inline-formula":[101,128,148,178,197],"notation=\"LaTeX\">$(\\boldsymbol":[105,132,152,182,201],"{\\lambda":[106,133,153,183,202],"})$":[107,134,154,184,203],"</tex-math></inline-formula>,":[108],"can":[110,156],"mitigate":[111],"selective":[113],"sensitivity":[114],"Furthermore,":[118],"we":[119,171],"establish":[120],"finite-time":[122],"performance":[123],"bounds":[124],"under":[136],"Markovian":[138],"observation":[139],"model.":[140],"The":[141,191],"theoretical":[142],"results":[143,192],"show":[144,193],"that":[145,194],"linearly":[157],"converge":[158],"an":[160],"arbitrarily":[161],"small":[162],"size":[163],"neighborhood":[165],"optimal":[168],"weight.":[169],"Finally,":[170],"verify":[172],"efficacy":[174],"through":[186],"variety":[188],"experiments.":[190],"outperforms":[205],"methods.":[210]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
