Art

J-GLOBAL ID：202002283965993954   Reference number：20A2181707

A Study on Model-based Deep Reinforcement Learning with Intrinsic Subgoal Reward

サブゴールによる内発的報酬を用いたモデルベース深層強化学習の考察

Author (3)： MARUYAMA MOTOKI (琉球大) ,  ENDO SATOSHI (琉球大) ,  YAMADA KOJI (琉球大)
Material： 情報科学技術フォーラム講演論文集  (FIT)
Volume： 19th  Issue： 第2分冊  Page： 47-50  Publication year： Aug. 18, 2020 
JST Material Number： L4664A  Document type： Proceedings
Article type： 原著論文  Country of issue： Japan (JPN)  Language： JAPANESE (JA)

Thesaurus term： *function (mathematics) ,  *database ,  *reinforcement learning ,  selection ,  model ,  forecast ,  degree ,  *deep reinforcement learning ,  generation model
Semi thesaurus term： *model base ,  behavior foreseeing ,  activity choice ,  *reward function ,  similarity

JST classification (1)： Artificial intelligence  (JE08000Z)

Reference (9)：

• Steven Kapturowski, Georg Ostrovski, John Quan, Rémi Munos, and Will Dabney. Recurrent experience replay in distributed reinforcement learning. In 7th International Conference on Learning Representations, ICLR 2019, 2019.
• Dan Horgan, John Quan, David Budden, Gabriel Barth-Maron, Matteo Hessel, Hado Van Hasselt, and David Silver. Distributed prioritized experience replay. In 6th International Conference on Learning Representations, ICLR 2018 - Conference Track Proceedings, 2018.
• Julian Schrittwieser, Ioannis Antonoglou, Thomas Hubert, Karen Simonyan, Laurent Sifre, Simon Schmitt, Arthur Guez, Edward Lockhart, Demis Hassabis, Thore Graepel, Timothy P. Lillicrap, and David Silver. Mastering atari, go, chess and shogi by planning with a learned model. ArXiv, abs/1911.08265, 2019.
• Deepak Pathak, Pulkit Agrawal, Alexei A. Efros, and Trevor Darrell. Curiosity-driven exploration by self-supervised prediction. In 34th International Conference on Machine Learning, ICML 2017,2017.
• Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio. Generative adversarial nets. In Z. Ghahramani, M. Welling, C. Cortes, N. D. Lawrence, and K. Q. Weinberger, editors, Advances in Neural Information Processing Systems 27, pages 2672-2680. Curran Associates, Inc., 2014.

Terms in the title (2)： モデルベース ,  深層強化学習