3 papers
cs.LG2020
Software-Level Accuracy Using Stochastic Computing With Charge-Trap-Flash Based Weight Matrix
Varun Bhatt, Shalini Shrivastava, Tanmay Chavan +1
The in-memory computing paradigm with emerging memory devices has been recently shown to be a promising way to accelerate deep learning. Resistive processing unit (RPU) has been pr…
cs.NE2019
Band-to-Band Tunneling based Ultra-Energy Efficient Silicon Neuron
Tanmay Chavan, Sangya Dutta, Nihar R. Mohapatra +1
The human brain comprises about a hundred billion neurons connected through quadrillion synapses. Spiking Neural Networks (SNNs) take inspiration from the brain to model complex co…
cs.ET2019
Ultra-low Energy charge trap flash based synapse enabled by parasitic leakage mitigation
Shalini Shrivastava, Tanmay Chavan, Udayan Ganguly
Brain-inspired computation promises complex cognitive tasks at biological energy efficiencies. The brain contains synapses per neuron. Hence, ultra-low energy, high-density…