Improving robustness of reram-based spiking neural network accelerator with stochastic spike-timing-dependent-plasticity

X She, Y Long, S Mukhopadhyay - 2019 International Joint …, 2019 - ieeexplore.ieee.org
Spike-timing-dependent-plasticity (STDP) is an unsupervised learning algorithm for spiking
neural network (SNN), which promises to achieve deeper understanding of human brain …

Fast and low-precision learning in GPU-accelerated spiking neural network

X She, Y Long, S Mukhopadhyay - 2019 Design, Automation & …, 2019 - ieeexplore.ieee.org
Spiking neural network (SNN) uses biologically inspired neuron model coupled with Spike-
timing-dependent-plasticity (STDP) to enable unsupervised continuous learning in artificial …

ScieNet: Deep learning with spike-assisted contextual information extraction

X She, Y Long, D Kim, S Mukhopadhyay - Pattern Recognition, 2021 - Elsevier
Spiking neural network (SNN) is a type of artificial neural network that uses biologically
inspired neuron models and learning rules to develop artificial intelligence with capability …