Biological neurons act as generalization filters in reservoir computing

no code implementations • 6 Oct 2022 • Takuma Sumi, Hideaki Yamamoto, Yuichi Katori, Satoshi Moriya, Tomohiro Konno, Shigeo Sato, Ayumi Hirano-Iwata

We first show that modular BNNs can be used to classify static input patterns with a linear decoder and that the modularity of the BNNs positively correlates with the classification accuracy.

Decoder Time Series Analysis +1

Modular architecture facilitates noise-driven control of synchrony in neuronal networks

no code implementations • 21 May 2022 • Hideaki Yamamoto, F. Paul Spitzner, Taiki Takemuro, Victor Buendía, Carla Morante, Tomohiro Konno, Shigeo Sato, Ayumi Hirano-Iwata, Viola Priesemann, Miguel A. Muñoz, Johannes Zierenberg, Jordi Soriano

Brain functions require both segregated processing of information in specialized circuits, as well as integration across circuits to perform high-level information processing.