{"id":"https://openalex.org/W4411723275","doi":"https://doi.org/10.1093/comjnl/bxaf076","title":"Excellent-student learning method for decentralized MARL with networked agents system","display_name":"Excellent-student learning method for decentralized MARL with networked agents system","publication_year":2025,"publication_date":"2025-05-23","ids":{"openalex":"https://openalex.org/W4411723275","doi":"https://doi.org/10.1093/comjnl/bxaf076"},"language":"en","primary_location":{"id":"doi:10.1093/comjnl/bxaf076","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxaf076","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer 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/A5097356344","display_name":"Yang Chen","orcid":"https://orcid.org/0000-0003-3414-3328"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yang Chen","raw_affiliation_strings":["School of Computer Science , Peking University, No. 5 Yiheyuan Road, Haidian District, Beijing 100871,"],"affiliations":[{"raw_affiliation_string":"School of Computer Science , Peking University, No. 5 Yiheyuan Road, Haidian District, Beijing 100871,","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019758816","display_name":"Dianxi Shi","orcid":"https://orcid.org/0000-0002-8112-371X"},"institutions":[{"id":"https://openalex.org/I4210161138","display_name":"Beijing Fengtai Hospital","ror":"https://ror.org/0579e9266","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161138"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dianxi Shi","raw_affiliation_strings":["Intelligent Game and Decision Lab , Academy of Military Sciences, No. 53 Fengtai East Street Compound, Fengtai District, Beijing 100071,","Tianjin Artificial Intelligence Innovation Center , No. 19 Xinhuan West Road, Binhai New Area, Tianjin 300457,"],"affiliations":[{"raw_affiliation_string":"Intelligent Game and Decision Lab , Academy of Military Sciences, No. 53 Fengtai East Street Compound, Fengtai District, Beijing 100071,","institution_ids":["https://openalex.org/I4210161138"]},{"raw_affiliation_string":"Tianjin Artificial Intelligence Innovation Center , No. 19 Xinhuan West Road, Binhai New Area, Tianjin 300457,","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012369858","display_name":"Huanhuan Yang","orcid":"https://orcid.org/0000-0002-9632-2543"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanhuan Yang","raw_affiliation_strings":["The College of Computer , National University of Defense Technology, No. 109 Deya Road, Yuelu District, Changsha 410073,"],"affiliations":[{"raw_affiliation_string":"The College of Computer , National University of Defense Technology, No. 109 Deya Road, Yuelu District, Changsha 410073,","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111143122","display_name":"Tongyue Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161138","display_name":"Beijing Fengtai Hospital","ror":"https://ror.org/0579e9266","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161138"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tongyue Li","raw_affiliation_strings":["Intelligent Game and Decision Lab , Academy of Military Sciences, No. 53 Fengtai East Street Compound, Fengtai District, Beijing 100071,"],"affiliations":[{"raw_affiliation_string":"Intelligent Game and Decision Lab , Academy of Military Sciences, No. 53 Fengtai East Street Compound, Fengtai District, Beijing 100071,","institution_ids":["https://openalex.org/I4210161138"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100685729","display_name":"Zhen Wang","orcid":"https://orcid.org/0000-0002-3291-0768"},"institutions":[{"id":"https://openalex.org/I4210161138","display_name":"Beijing Fengtai Hospital","ror":"https://ror.org/0579e9266","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161138"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Wang","raw_affiliation_strings":["Intelligent Game and Decision Lab , Academy of Military Sciences, No. 53 Fengtai East Street Compound, Fengtai District, Beijing 100071,"],"affiliations":[{"raw_affiliation_string":"Intelligent Game and Decision Lab , Academy of Military Sciences, No. 53 Fengtai East Street Compound, Fengtai District, Beijing 100071,","institution_ids":["https://openalex.org/I4210161138"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5097356344"],"corresponding_institution_ids":["https://openalex.org/I20231570"],"apc_list":{"value":2635,"currency":"GBP","value_usd":3232},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16240229,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"68","issue":"11","first_page":"1813","last_page":"1826"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12203","display_name":"Mobile Agent-Based Network Management","score":0.993399977684021,"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/T12203","display_name":"Mobile Agent-Based Network Management","score":0.993399977684021,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.9864000082015991,"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/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.982200026512146,"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/marl","display_name":"Marl","score":0.7887726426124573},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.651126503944397},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.13738685846328735}],"concepts":[{"id":"https://openalex.org/C92927620","wikidata":"https://www.wikidata.org/wiki/Q184053","display_name":"Marl","level":3,"score":0.7887726426124573},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.651126503944397},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.13738685846328735},{"id":"https://openalex.org/C109007969","wikidata":"https://www.wikidata.org/wiki/Q749565","display_name":"Structural basin","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/comjnl/bxaf076","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxaf076","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1539905757","https://openalex.org/W1918371733","https://openalex.org/W2116386744","https://openalex.org/W2164819104","https://openalex.org/W2170899200","https://openalex.org/W2340985688","https://openalex.org/W2560674852","https://openalex.org/W2600915235","https://openalex.org/W2766585573","https://openalex.org/W2781726626","https://openalex.org/W2805093171","https://openalex.org/W2807525283","https://openalex.org/W2885550588","https://openalex.org/W2966371608","https://openalex.org/W2981038142","https://openalex.org/W2986615937","https://openalex.org/W2997289589","https://openalex.org/W3005980215","https://openalex.org/W3015707918","https://openalex.org/W3044217708","https://openalex.org/W3119097918","https://openalex.org/W3156295478","https://openalex.org/W3164594525","https://openalex.org/W3174032342","https://openalex.org/W3176552354","https://openalex.org/W3184525485","https://openalex.org/W3184797151","https://openalex.org/W3198701155","https://openalex.org/W3211360571","https://openalex.org/W4200635426","https://openalex.org/W4213085289","https://openalex.org/W4247845568","https://openalex.org/W4253052483","https://openalex.org/W4280510002","https://openalex.org/W4283392551","https://openalex.org/W4288090372","https://openalex.org/W4304730753","https://openalex.org/W4310895557","https://openalex.org/W4313320720","https://openalex.org/W4320921907","https://openalex.org/W4382202882","https://openalex.org/W4382866723","https://openalex.org/W4382866755","https://openalex.org/W4382866835","https://openalex.org/W4384080876","https://openalex.org/W4386697014","https://openalex.org/W4386832395","https://openalex.org/W4391753062","https://openalex.org/W4392762590","https://openalex.org/W6687236050","https://openalex.org/W6717230150","https://openalex.org/W6738087714","https://openalex.org/W6738796088","https://openalex.org/W6739516088","https://openalex.org/W6747473740","https://openalex.org/W6747941106","https://openalex.org/W6755069753","https://openalex.org/W6767089667","https://openalex.org/W6768842719","https://openalex.org/W6773222293","https://openalex.org/W6775529125","https://openalex.org/W6779384635","https://openalex.org/W6800230896","https://openalex.org/W6801648332","https://openalex.org/W6803709789","https://openalex.org/W6839047477","https://openalex.org/W6839774875","https://openalex.org/W6840380725","https://openalex.org/W6845835355","https://openalex.org/W6849282570","https://openalex.org/W6855146449"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2126019709","https://openalex.org/W1702901972","https://openalex.org/W4249798507","https://openalex.org/W2069775250","https://openalex.org/W2032294417","https://openalex.org/W2152754392","https://openalex.org/W1989172970"],"abstract_inverted_index":{"Abstract":[0],"Multi-agent":[1],"reinforcement":[2],"learning":[3,42,52,59,73,81,109,152],"has":[4],"been":[5],"widely":[6],"applied":[7],"in":[8,14,98,157,165],"solving":[9],"various":[10,158],"sequential":[11],"decision-making":[12],"problems":[13],"recent":[15],"years.":[16],"However,":[17],"a":[18,56,70],"key":[19],"challenge":[20],"is":[21,126,146],"sparse":[22],"rewards,":[23],"where":[24],"agents":[25,78,89,95],"receive":[26],"meaningful":[27],"reward":[28,124,144],"signals":[29],"only":[30],"upon":[31],"task":[32],"completion.":[33],"This":[34,86,143],"issue":[35],"leads":[36],"to":[37,90,105,116],"inefficient":[38],"exploration":[39,100,130],"and":[40,96,141,168],"slow":[41],"progress.":[43],"To":[44],"address":[45],"this":[46],"problem,":[47],"we":[48,68],"propose":[49],"an":[50],"excellent-student":[51,72],"method":[53],"supported":[54],"by":[55,102],"decentralized":[57],"distributed":[58],"paradigm,":[60],"drawing":[61],"inspiration":[62],"from":[63],"academically":[64],"diverse":[65],"classrooms.":[66],"Specifically,":[67],"design":[69],"novel":[71],"model,":[74],"which":[75],"suggests":[76],"that":[77],"mimic":[79],"the":[80,150],"behaviors":[82],"of":[83],"excellent":[84],"students.":[85],"model":[87],"requires":[88],"share":[91],"knowledge":[92,118],"with":[93,131],"other":[94],"engage":[97],"individual":[99,129],"driven":[101],"curiosity.":[103],"Next,":[104],"foster":[106],"collaborative":[107],"team":[108],"behaviors,":[110],"similarity":[111],"measurement":[112],"techniques":[113],"are":[114],"integrated":[115],"enhance":[117],"sharing":[119],"among":[120],"agents.":[121],"An":[122],"intrinsic":[123],"function":[125,145],"designed,":[127],"combining":[128],"whole-class":[132],"sharing,":[133],"providing":[134],"additional":[135],"motivation":[136],"for":[137],"discovering":[138],"new":[139],"actions":[140],"states.":[142],"seamlessly":[147],"incorporated":[148],"into":[149],"policy":[151],"process.":[153],"Finally,":[154],"experiments":[155],"conducted":[156],"multi-agent":[159],"particle":[160],"environments":[161],"demonstrate":[162],"significant":[163],"improvements":[164],"training":[166],"efficiency":[167],"stability.":[169]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
