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.
Tifenn Hirtzlin, Marc Bocquet, Bogdan Penkovsky, Jacques-Olivier Klein, Etienne Nowak, Elisa Vianello, Jean-Michel Portal, Damien Querlioz. Digital Biologically Plausible Implementation of Binarized Neural Networks with Differential Hafnium Oxide Resistive Memory Arrays. In Front. Neurosci., 2020.
Bogdan Penkovsky, Xavier Porte, Maxime Jacquot, Laurent Larger, Daniel Brunner. Coupled Nonlinear Delay Systems As Deep Convolutional Neural Networks. In PRL, 2019.
Bogdan Penkovsky, Laurent Larger, Daniel Brunner. Efficient Design of Hardware-Enabled Reservoir Computing in FPGAs. JAP, 2018.
Daniel Brunner, Bogdan Penkovsky, Bicky A. Marquez, Maxime Jacquot, Ingo Fischer, Laurent Larger. Tutorial: Photonic Neural Networks in Delay Systems. JAP, 2018.
Towards Binarized Neural Networks Hardware
Dec 17, 2018