most citedBiological neurons act as generalization filters in reservoir computing

69 citations · 141 across the 5 of their papers we have counts for

collaborators

5 papers

q-bio.NC2024

Precision microfluidic control of neuronal ensembles in cultured cortical networks

Hakuba Murota, Hideaki Yamamoto, Nobuaki Monma +2

In vitro neuronal culture is an important research platform in cellular and network neuroscience. However, neurons cultured on a homogeneous scaffold form dense, randomly connected…

q-bio.NC2024

Directional intermodular coupling enriches functional complexity in biological neuronal networks

Nobuaki Monma, Hideaki Yamamoto, Naoya Fujiwara +4

Hierarchically modular organization is a canonical network topology that is evolutionarily conserved in the nervous systems of animals. Within the network, neurons form directional…

q-bio.NC2022★ 69 cited

Biological neurons act as generalization filters in reservoir computing

Takuma Sumi, Hideaki Yamamoto, Yuichi Katori +4

Reservoir computing is a machine learning paradigm that transforms the transient dynamics of high-dimensional nonlinear systems for processing time-series data. Although reservoir…

q-bio.NC2022★ 48 cited

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

Hideaki Yamamoto, F. Paul Spitzner, Taiki Takemuro +9

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

q-bio.NC2022★ 24 cited

Microfluidic cell engineering on high-density microelectrode arrays for assessing structure-function relationships in living neuronal networks

Yuya Sato, Hideaki Yamamoto, Hideyuki Kato +3

Neuronal networks in dissociated culture combined with cell engineering technology offer a pivotal platform to constructively explore the relationship between structure and functio…