{"id":"https://openalex.org/W2978000411","doi":"https://doi.org/10.1109/ijcnn.2019.8852351","title":"RevCuT Tree Search Method in Complex Single-player Game with Continuous Search Space","display_name":"RevCuT Tree Search Method in Complex Single-player Game with Continuous Search Space","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2978000411","doi":"https://doi.org/10.1109/ijcnn.2019.8852351","mag":"2978000411"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2019.8852351","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852351","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","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/A5102732442","display_name":"Hongming Zhang","orcid":"https://orcid.org/0000-0003-4905-6569"},"institutions":[{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongming Zhang","raw_affiliation_strings":["Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068708458","display_name":"Fangjuan Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangjuan Cheng","raw_affiliation_strings":["Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020681500","display_name":"Bo Xu","orcid":"https://orcid.org/0000-0002-2083-4307"},"institutions":[{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Xu","raw_affiliation_strings":["Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352754","display_name":"Feng Chen","orcid":"https://orcid.org/0000-0003-4813-2494"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Chen","raw_affiliation_strings":["Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100737835","display_name":"Jiachen Liu","orcid":"https://orcid.org/0000-0003-2317-1956"},"institutions":[{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiachen Liu","raw_affiliation_strings":["Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent System and Engineering, Institute of Automation, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090160782","display_name":"Wei Wu","orcid":"https://orcid.org/0000-0001-8534-3667"},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wu","raw_affiliation_strings":["China Ship Development and Design Center, China"],"affiliations":[{"raw_affiliation_string":"China Ship Development and Design Center, China","institution_ids":["https://openalex.org/I4210129465"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102732442"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210094879"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11577338,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"529","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11574","display_name":"Artificial Intelligence in Games","score":0.9998999834060669,"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/T11574","display_name":"Artificial Intelligence in Games","score":0.9998999834060669,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9909999966621399,"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/T11197","display_name":"Digital Games and Media","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/monte-carlo-tree-search","display_name":"Monte Carlo tree search","score":0.9677015542984009},{"id":"https://openalex.org/keywords/iterative-deepening-depth-first-search","display_name":"Iterative deepening depth-first search","score":0.8116092681884766},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6626225113868713},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.6459522247314453},{"id":"https://openalex.org/keywords/game-tree","display_name":"Game tree","score":0.6030411124229431},{"id":"https://openalex.org/keywords/search-tree","display_name":"Search tree","score":0.5519437789916992},{"id":"https://openalex.org/keywords/beam-search","display_name":"Beam search","score":0.5356815457344055},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.5198076963424683},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.4959498345851898},{"id":"https://openalex.org/keywords/search-algorithm","display_name":"Search algorithm","score":0.4872121214866638},{"id":"https://openalex.org/keywords/combinatorial-search","display_name":"Combinatorial search","score":0.41591185331344604},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.41190627217292786},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.40899670124053955},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.403478741645813},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3245081603527069},{"id":"https://openalex.org/keywords/incremental-heuristic-search","display_name":"Incremental heuristic search","score":0.315713107585907},{"id":"https://openalex.org/keywords/sequential-game","display_name":"Sequential game","score":0.3118141293525696},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.27699393033981323},{"id":"https://openalex.org/keywords/game-theory","display_name":"Game theory","score":0.27698224782943726},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.2579740583896637},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25361740589141846}],"concepts":[{"id":"https://openalex.org/C46149586","wikidata":"https://www.wikidata.org/wiki/Q11785332","display_name":"Monte Carlo tree search","level":3,"score":0.9677015542984009},{"id":"https://openalex.org/C14362708","wikidata":"https://www.wikidata.org/wiki/Q1675274","display_name":"Iterative deepening depth-first search","level":5,"score":0.8116092681884766},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6626225113868713},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.6459522247314453},{"id":"https://openalex.org/C95815963","wikidata":"https://www.wikidata.org/wiki/Q1377033","display_name":"Game tree","level":4,"score":0.6030411124229431},{"id":"https://openalex.org/C207024777","wikidata":"https://www.wikidata.org/wiki/Q621673","display_name":"Search tree","level":3,"score":0.5519437789916992},{"id":"https://openalex.org/C19889080","wikidata":"https://www.wikidata.org/wiki/Q2835852","display_name":"Beam search","level":3,"score":0.5356815457344055},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.5198076963424683},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.4959498345851898},{"id":"https://openalex.org/C125583679","wikidata":"https://www.wikidata.org/wiki/Q755673","display_name":"Search algorithm","level":2,"score":0.4872121214866638},{"id":"https://openalex.org/C203208320","wikidata":"https://www.wikidata.org/wiki/Q5150830","display_name":"Combinatorial search","level":4,"score":0.41591185331344604},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.41190627217292786},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.40899670124053955},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.403478741645813},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3245081603527069},{"id":"https://openalex.org/C139979381","wikidata":"https://www.wikidata.org/wiki/Q17056021","display_name":"Incremental heuristic search","level":4,"score":0.315713107585907},{"id":"https://openalex.org/C73795354","wikidata":"https://www.wikidata.org/wiki/Q287618","display_name":"Sequential game","level":3,"score":0.3118141293525696},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27699393033981323},{"id":"https://openalex.org/C177142836","wikidata":"https://www.wikidata.org/wiki/Q44455","display_name":"Game theory","level":2,"score":0.27698224782943726},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.2579740583896637},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25361740589141846},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2019.8852351","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2019.8852351","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W107054272","https://openalex.org/W1483954611","https://openalex.org/W1500868819","https://openalex.org/W1625390266","https://openalex.org/W1714211023","https://openalex.org/W1830835471","https://openalex.org/W1836465849","https://openalex.org/W1994752643","https://openalex.org/W1997840820","https://openalex.org/W2026177035","https://openalex.org/W2055936398","https://openalex.org/W2075848246","https://openalex.org/W2101101673","https://openalex.org/W2102256448","https://openalex.org/W2122336644","https://openalex.org/W2126316555","https://openalex.org/W2132275236","https://openalex.org/W2146628995","https://openalex.org/W2151210636","https://openalex.org/W2156361796","https://openalex.org/W2160080538","https://openalex.org/W2194775991","https://openalex.org/W2224879568","https://openalex.org/W2249094781","https://openalex.org/W2257979135","https://openalex.org/W2396961959","https://openalex.org/W2523246573","https://openalex.org/W2574978968","https://openalex.org/W2737215407","https://openalex.org/W2766447205","https://openalex.org/W2914656440","https://openalex.org/W2949117887","https://openalex.org/W2963311874","https://openalex.org/W3159034505","https://openalex.org/W4292068704","https://openalex.org/W6637441126","https://openalex.org/W6638667902","https://openalex.org/W6638748560","https://openalex.org/W6681809998","https://openalex.org/W6682314434","https://openalex.org/W6688673858","https://openalex.org/W6691073353","https://openalex.org/W6712451147","https://openalex.org/W6727249380","https://openalex.org/W6741302124"],"related_works":["https://openalex.org/W2115503785","https://openalex.org/W2808808802","https://openalex.org/W2573689326","https://openalex.org/W4383535542","https://openalex.org/W3014882394","https://openalex.org/W2208339373","https://openalex.org/W2064794194","https://openalex.org/W1644411414","https://openalex.org/W156396538","https://openalex.org/W4322703856"],"abstract_inverted_index":{"Monte-Carlo":[0],"Tree":[1,147,151],"Search":[2,148],"(MCTS)":[3],"has":[4,12],"achieved":[5],"great":[6],"success":[7],"in":[8,40,50,88,125,223],"combinatorial":[9,51],"game,":[10,43],"which":[11],"the":[13,35,41,45,59,86,106,115,126,157,163,169,178,185,203,211,217,220],"characteristics":[14],"of":[15,47,135,213],"finite":[16],"action":[17],"state":[18,21,77,199,231,235],"space,":[19],"deterministic":[20],"transition":[22],"and":[23,30,64,85,120,175,215,233],"sparse":[24],"reward.":[25],"AlphaGo":[26],"Zero":[27],"combined":[28],"MCTS":[29],"deep":[31,164],"neural":[32,165],"networks":[33],"defeated":[34],"world":[36],"champion":[37],"Lee":[38],"Sedol":[39],"Go":[42],"proving":[44],"advantages":[46],"tree":[48,69,89,117,180,195],"search":[49,55,60,70,118,181,194],"game":[52,228],"with":[53,66,82,145,229],"enormous":[54],"space.":[56],"However,":[57],"when":[58],"space":[61,200,232],"is":[62,95],"continuous":[63,198,230],"even":[65],"chance":[67],"factors,":[68],"methods":[71],"like":[72],"UCT":[73,98],"failed.":[74],"Because":[75],"each":[76],"will":[78,90],"be":[79,92,111],"visited":[80],"repeatedly":[81],"probability":[83],"zero":[84],"information":[87],"never":[91],"used,":[93],"that":[94],"to":[96,101,113,155,167],"say":[97],"algorithm":[99],"degrades":[100],"Monte":[102],"Carlo":[103],"rollouts.":[104],"Meanwhile,":[105],"previous":[107,158],"exploration":[108,159],"experiences":[109],"cannot":[110],"used":[112],"correct":[114],"next":[116,179],"process,":[119],"makes":[121],"a":[122,140,192],"huge":[123],"increase":[124],"demand":[127],"for":[128],"computing":[129,186],"resources.":[130],"To":[131],"solve":[132],"this":[133,137],"kind":[134],"problem,":[136],"paper":[138],"proposes":[139],"step-by-step":[141],"Reverse":[142],"Curriculum":[143],"Learning":[144],"Truncated":[146],"method":[149,207],"(RevCuT":[150],"Search).":[152],"In":[153],"order":[154],"retain":[156],"experiences,":[160],"we":[161,190],"use":[162],"network":[166],"learn":[168],"state-action":[170],"values":[171],"at":[172],"explored":[173],"states":[174],"then":[176],"guide":[177],"process.":[182],"Besides,":[183],"taking":[184],"resources":[187],"into":[188],"consideration,":[189],"establish":[191],"truncated":[193],"focusing":[196],"on":[197],"rather":[201],"than":[202],"whole":[204],"trajectory.":[205],"This":[206],"can":[208],"effectively":[209],"reduce":[210],"number":[212],"explorations":[214],"achieve":[216],"effect":[218],"beyond":[219],"human":[221],"level":[222],"our":[224],"well":[225],"designed":[226],"single-player":[227],"probabilistic":[234],"transition.":[236]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
