| Presentation | 2023-11-27 Improving the reproduction of animal intelligence using reinforcement learning with World Model Takumi Fukaya, Hirokazu Tanaka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | One way to evaluate artificial intelligence models that reproduce animal intelligence is to have reinforcement learning agents perform tasks in a virtual environment. In this talk, we will use the World Model, a deep reinforcement learning method, and propose to reproduce specific tasks in animal intelligence using a reinforcement learning agent. As an example, we will compare the performance with conventional methods when learning a radial maze. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Artificial Intelligence / reinforcement learning / animal intelligence / World Models |
| Paper # | NC2023-34 |
| Date of Issue | 2023-11-20 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2023/11/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kindai Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Brain Architecture, NC, ME |
| Chair | Hirokazu Tanaka(Tokyo City Univ.) / Hisashi Yoshida(Kinki Univ.) |
| Vice Chair | Jun Izawa(Univ. of Tsukub) / Akinori Ueno(Tokyo Denki Univ.) |
| Secretary | Jun Izawa(NTT) / Akinori Ueno(NAIST) |
| Assistant | Yoshimasa Tawatsuji(Waseda Univ.) / Takato Horii(Osaka Univ.) / Akihiko Tsukahara(Tokyo Denki Univ.) / Miki Kaneko(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Improving the reproduction of animal intelligence using reinforcement learning with World Model |
| Sub Title (in English) | |
| Keyword(1) | Artificial Intelligence |
| Keyword(2) | reinforcement learning |
| Keyword(3) | animal intelligence |
| Keyword(4) | World Models |
| 1st Author's Name | Takumi Fukaya |
| 1st Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| 2nd Author's Name | Hirokazu Tanaka |
| 2nd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| Date | 2023-11-27 |
| Paper # | NC2023-34 |
| Volume (vol) | vol.123 |
| Number (no) | NC-285 |
| Page | pp.pp.6-9(NC), |
| #Pages | 4 |
| Date of Issue | 2023-11-20 (NC) |