Bio-inspired computing

Conceiving the next-generation computing devices inspired by biological systems such as the human brain. We apply the principles of nonlinear transient and low-precision computing.

Publications

. Digital Biologically Plausible Implementation of Binarized Neural Networks with Differential Hafnium Oxide Resistive Memory Arrays. In Front. Neurosci., 2020.

Preprint PDF Project Project Publication

. Coupled Nonlinear Delay Systems As Deep Convolutional Neural Networks. In PRL, 2019.

Preprint Project Publication

. Efficient Design of Hardware-Enabled Reservoir Computing in FPGAs. JAP, 2018.

Project

. Tutorial: Photonic Neural Networks in Delay Systems. JAP, 2018.

Project Publication

Talks

Medical Applications of Low Precision Neuromorphic Systems
Sep 26, 2019
Coupled Delay Systems For Brain-Inspired Computing
May 7, 2019