| Presentation | 2023-12-26 A study on selective reuse of local policies in transfer learning agents Hiroya Hamada, Fumiaki Saitoh, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, reinforcement learning has gained attention for its application in acquiring AI behaviors. One challenge associated with reinforcement learning is the increase in the number of trials as tasks become more complex. To address this issue, transfer learning, which involves leveraging pre-learned knowledge to reduce the number of trials, has become a focus of interest. One method within transfer learning is εT-greedy, where applicable knowledge is randomly selected.However, a challenge arises in the selection of knowledge to transfer, as εT-greedy treats reusable and non-reusable knowledge equally, leading to an increase in unnecessary action selections. Therefore, this study proposes a method that assigns value to the knowledge to be selected and scales the selection probability accordingly. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reinforcement learning / transfer learning / εT-greedy / knowledge interference |
| Paper # | DE2023-29 |
| Date of Issue | 2023-12-19 (DE) |
| Conference Information | |
| Committee | DE / IPSJ-DBS |
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| Conference Date | 2023/12/26(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Institute of Industrial Science, The University of Tokyo |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Masashi Toyoda(Univ. of Tokyo) / 天笠 俊之(筑波大学) |
| Vice Chair | Kosuke Takano(Kanagawa Inst. of Tech.) / Chiemi Watanabe(Ochanomizu Univ.) |
| Secretary | Kosuke Takano(Komazawa Univ.) / Chiemi Watanabe(Univ. of Tsukuba) / (大阪大学) |
| Assistant | Takahiro Komamizu(Nagoya Univ.) / Le Hieu Hanh(お茶の水女子大学) |
| Paper Information | |
| Registration To | Technical Committee on Data Engineering / Special Interest Group on Database System |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A study on selective reuse of local policies in transfer learning agents |
| Sub Title (in English) | |
| Keyword(1) | Reinforcement learning |
| Keyword(2) | transfer learning |
| Keyword(3) | εT-greedy |
| Keyword(4) | knowledge interference |
| 1st Author's Name | Hiroya Hamada |
| 1st Author's Affiliation | Chiba Institute of Technology(CIT) |
| 2nd Author's Name | Fumiaki Saitoh |
| 2nd Author's Affiliation | Chiba Institute of Technology(CIT) |
| Date | 2023-12-26 |
| Paper # | DE2023-29 |
| Volume (vol) | vol.123 |
| Number (no) | DE-327 |
| Page | pp.pp.7-11(DE), |
| #Pages | 5 |
| Date of Issue | 2023-12-19 (DE) |