no code implementations • 23 Jan 2023 • Yusuke Sakemi, Sou Nobukawa, Toshitaka Matsuki, Takashi Morie, Kazuyuki Aihara
In this paper, to improve the learning ability of RC, we propose self-modulated RC (SM-RC), which extends RC by adding a self-modulation mechanism.
no code implementations • 20 Nov 2021 • Hiroki Nakagawa, Katsumi Tateno, Kensuke Takada, Takashi Morie
We simulated a virtual mouse that explores a figure-eight maze and recalls the route to the reward location.
no code implementations • 18 Jun 2021 • Yusuke Sakemi, Takashi Morie, Takeo Hosomi, Kazuyuki Aihara
As SNNs are continuous-state and continuous-time models, it is favorable to implement them with analog VLSI circuits.
no code implementations • 8 Jan 2020 • Yusuke Sakemi, Kai Morino, Takashi Morie, Kazuyuki Aihara
We also propose several techniques to improve the performance on a recognition task, and show that the classification accuracy of the proposed algorithm is as high as that of the state-of-the-art temporal coding SNN algorithms on the MNIST dataset.
no code implementations • 14 Nov 2019 • Yoeng Jye Yeoh, Takashi Morie, Hakaru Tamukoh
This paper proposes a hardware-oriented dropout algorithm, which is efficient for field programmable gate array (FPGA) implementation.
no code implementations • 15 Nov 2017 • Sansei Hori, Yutaro Ishida, Yuta Kiyama, Yuichiro Tanaka, Yuki Kuroda, Masataka Hisano, Yuto Imamura, Tomotaka Himaki, Yuma Yoshimoto, Yoshiya Aratani, Kouhei Hashimoto, Gouki Iwamoto, Hiroto Fujita, Takashi Morie, Hakaru Tamukoh
In this paper, we introduce our team and the technologies that we have implemented in our robots.