| Presentation | 2023-03-26 Hardware Implementation of Predictive Coding Networks based on the Free Energy Principle Naruki Hagiwara, Takafumi Kunimi, Kota Ando, Megumi Akai, Tetsuya Asai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Agents form generative models in the brain through perception and actions for adapting to the external environment. In this study, we focus on the free energy principle, which can computationally explain these processes, and aim to physically implement it as neuromorphic hardware. Neuromorphic hardware in next generation being capable of performing autonomous processing by minimizing the information free energy was proposed in which the dynamics derived from the gradient descent were represented on analog electric circuits. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neuromorphic hardware / The free energy principle / Analog electric circuit / Artificial intelligence |
| Paper # | CCS2022-69 |
| Date of Issue | 2023-03-19 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2023/3/26(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | RUSUTSU RESORT |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Megumi Akai(Hokkaido Univ.) |
| Vice Chair | Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
| Secretary | Hidehiro Nakano(Shibaura Inst. of Tech.) / Masaki Aida(Mie Univ.) |
| Assistant | Hiroyuki Yasuda(Univ. of Tokyo) / Hiroyasu Ando(Tsukuba Univ.) / Tomoyuki Sasaki(Shonan Inst. of Tech.) / Miki Kobayashi(Rissho Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Hardware Implementation of Predictive Coding Networks based on the Free Energy Principle |
| Sub Title (in English) | |
| Keyword(1) | Neuromorphic hardware |
| Keyword(2) | The free energy principle |
| Keyword(3) | Analog electric circuit |
| Keyword(4) | Artificial intelligence |
| 1st Author's Name | Naruki Hagiwara |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Takafumi Kunimi |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 3rd Author's Name | Kota Ando |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 4th Author's Name | Megumi Akai |
| 4th Author's Affiliation | Hokkaido University/Osaka University(Hokkaido Univ./Osaka Univ.) |
| 5th Author's Name | Tetsuya Asai |
| 5th Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2023-03-26 |
| Paper # | CCS2022-69 |
| Volume (vol) | vol.122 |
| Number (no) | CCS-453 |
| Page | pp.pp.36-41(CCS), |
| #Pages | 6 |
| Date of Issue | 2023-03-19 (CCS) |