{"id":"https://openalex.org/W2108449787","doi":"https://doi.org/10.1145/1160633.1160776","title":"Lenient learners in cooperative multiagent systems","display_name":"Lenient learners in cooperative multiagent systems","publication_year":2006,"publication_date":"2006-05-08","ids":{"openalex":"https://openalex.org/W2108449787","doi":"https://doi.org/10.1145/1160633.1160776","mag":"2108449787"},"language":"en","primary_location":{"id":"doi:10.1145/1160633.1160776","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1160633.1160776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems","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/A5008038676","display_name":"Liviu Panait","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liviu Panait","raw_affiliation_strings":["George Mason University, Fairfax, VA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"George Mason University, Fairfax, VA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110667531","display_name":"Keith Sullivan","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Keith Sullivan","raw_affiliation_strings":["George Mason University, Fairfax, VA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"George Mason University, Fairfax, VA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060013477","display_name":"Sean Luke","orcid":"https://orcid.org/0000-0002-5362-3039"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sean Luke","raw_affiliation_strings":["George Mason University, Fairfax, VA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"George Mason University, Fairfax, VA","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9325,"has_fulltext":false,"cited_by_count":56,"citation_normalized_percentile":{"value":0.81460992,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"801","last_page":"803"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9993000030517578,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9993000030517578,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9947999715805054,"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/T10320","display_name":"Neural Networks and Applications","score":0.991100013256073,"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":0.7376547455787659},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6652308702468872},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.621237576007843},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.5543696284294128},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.5335820913314819},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5282976627349854},{"id":"https://openalex.org/keywords/action-selection","display_name":"Action selection","score":0.5095806121826172},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4949890971183777},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.4599247872829437},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.43050411343574524},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37632495164871216},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.34766170382499695},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10520279407501221},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09386885166168213},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07944679260253906}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7376547455787659},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6652308702468872},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.621237576007843},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.5543696284294128},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.5335820913314819},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5282976627349854},{"id":"https://openalex.org/C166109690","wikidata":"https://www.wikidata.org/wiki/Q4677422","display_name":"Action selection","level":3,"score":0.5095806121826172},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4949890971183777},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.4599247872829437},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.43050411343574524},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37632495164871216},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.34766170382499695},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10520279407501221},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09386885166168213},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07944679260253906},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/1160633.1160776","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1160633.1160776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.228.3543","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.228.3543","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.gmu.edu/%7Esean/papers/aamas06variable-short.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W177097005","https://openalex.org/W206440355","https://openalex.org/W1555689267","https://openalex.org/W1560074431","https://openalex.org/W2085366587","https://openalex.org/W2104602264","https://openalex.org/W2117359632","https://openalex.org/W2144636407","https://openalex.org/W2613680419","https://openalex.org/W2886362482","https://openalex.org/W3004042307","https://openalex.org/W6681558681"],"related_works":["https://openalex.org/W4205762803","https://openalex.org/W2535856026","https://openalex.org/W2265065644","https://openalex.org/W2134699697","https://openalex.org/W3017188156","https://openalex.org/W2322875716","https://openalex.org/W2383516975","https://openalex.org/W2374878784","https://openalex.org/W2389015757","https://openalex.org/W2077555735"],"abstract_inverted_index":{"In":[0],"concurrent":[1],"learning":[2,52,86],"algorithms,":[3],"an":[4],"agent\u2019s":[5,27,66],"perception":[6],"of":[7,49,62,94],"the":[8,14,19,50,65,77],"joint":[9],"search":[10],"space":[11],"depends":[12],"on":[13],"actions":[15],"currently":[16],"chosen":[17],"by":[18,32],"other":[20],"agents.":[21],"These":[22],"perceptions":[23,48],"change":[24],"as":[25,76],"each":[26],"action":[28],"selection":[29],"is":[30],"influenced":[31],"its":[33],"learning.":[34],"We":[35,82],"observe":[36],"that":[37,39],"agents":[38,78,89],"show":[40],"lenience":[41,55],"to":[42,80],"their":[43,71,99],"teammates":[44,67],"achieve":[45],"more":[46,57],"accurate":[47],"overall":[51],"task.":[53],"Additionally,":[54],"appears":[56],"beneficial":[58],"at":[59],"early":[60],"stages":[61],"learning,":[63],"when":[64],"are":[68],"merely":[69],"exploring":[70],"actions,":[72],"and":[73,96],"less":[74],"helpful":[75],"start":[79],"converge.":[81],"propose":[83],"two":[84],"multiagent":[85],"algorithms":[87],"where":[88],"exhibit":[90],"a":[91],"variable":[92],"degree":[93],"lenience,":[95],"we":[97],"demonstrate":[98],"advantages":[100],"in":[101],"several":[102],"coordination":[103],"problems.":[104]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
