{"id":228861,"updated":"2025-01-19T11:41:31.435133+00:00","links":{},"created":"2025-01-19T01:27:59.722082+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00228861","sets":["934:989:11239:11352"]},"path":["11352"],"owner":"44499","recid":"228861","title":["マルチエージェント深層強化学習における好奇心探索の影響"],"pubdate":{"attribute_name":"公開日","attribute_value":"2023-10-31"},"_buckets":{"deposit":"fc39683f-88b5-4bf2-adc6-b773893cdaf3"},"_deposit":{"id":"228861","pid":{"type":"depid","value":"228861","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"マルチエージェント深層強化学習における好奇心探索の影響","author_link":["614371","614372","614374","614377","614379","614378","614370","614375","614376","614373"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"マルチエージェント深層強化学習における好奇心探索の影響"},{"subitem_title":"Effect of Curiosity-driven Search in Multi-agent Deep Reinforcement Learning","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"[オリジナル論文] 強化学習，深層学習，深層強化学習，好奇心探索，マルチエージェントシステム","subitem_subject_scheme":"Other"}]},"item_type_id":"3","publish_date":"2023-10-31","item_3_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"名古屋工業大学／現在，ブラザー工業株式会社"},{"subitem_text_value":"名古屋工業大学"},{"subitem_text_value":"中部大学"},{"subitem_text_value":"名古屋工業大学"},{"subitem_text_value":"名古屋工業大学"}]},"item_3_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Nagoya Institute of Technology / Presently with Brother Industries, Ltd.","subitem_text_language":"en"},{"subitem_text_value":"Nagoya Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Chubu University","subitem_text_language":"en"},{"subitem_text_value":"Nagoya Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Nagoya Institute of Technology","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/228861/files/IPSJ-TOM1602009.pdf","label":"IPSJ-TOM1602009.pdf"},"date":[{"dateType":"Available","dateValue":"2025-10-31"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-TOM1602009.pdf","filesize":[{"value":"3.6 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信博"}],"nameIdentifiers":[{}]}]},"item_3_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Toru, Iwashina","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Koichi, Moriyama","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tohgoroh, Matsui","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Atsuko, Mutoh","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Nobuhiro, Inuzuka","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_3_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11464803","subitem_source_identifier_type":"NCID"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_6501","resourcetype":"journal article"}]},"item_3_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"1882-7780","subitem_source_identifier_type":"ISSN"}]},"item_3_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"マルチエージェント環境には複数のエージェントが存在するが，それぞれが利己的な行動を獲得してしまうよりも，協力することでより良い結果が得られる可能性がある．報酬が疎なシングルエージェント環境で利用される好奇心探索は，未知の状態に対し報酬を与えることで最大化すべき報酬が変化し，それにともない方策も未知の状態を求めるよう変化する．それをマルチエージェント環境で用いることで，探索拡大に加え，報酬の構造の変化により，獲得できていなかった協力的な行動につながる可能性がある．好奇心探索を用いて追跡問題で実験したところ，より多くの獲物を捕まえることができた．","subitem_description_type":"Other"}]},"item_3_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"In a multi-agent environment where multiple agents exist, the agents may achieve better results by cooperating one another than by acting self-interestedly. Curiosity-driven exploration, which is used in a single-agent environment with sparse rewards, offers rewards to unknown states, and the agent learns a policy to seek such unknown states accordingly. Using it in a multi-agent environment may allow the agents to acquire cooperative behavior by promoting exploration and changing the reward structure. The experiments we conducted in a predator-prey problem show that the curiosity-driven exploration allows the predators to catch more preys.","subitem_description_type":"Other"}]},"item_3_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"90","bibliographic_titles":[{"bibliographic_title":"情報処理学会論文誌数理モデル化と応用（TOM）"}],"bibliographicPageStart":"80","bibliographicIssueDates":{"bibliographicIssueDate":"2023-10-31","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"2","bibliographicVolumeNumber":"16"}]},"relation_version_is_last":true,"weko_creator_id":"44499"}}