18 citations · 74 across the 23 of their papers we have counts for
4 papers · 1 filter
Neuromorphic Computing with AER using Time-to-Event-Margin Propagation
Madhuvanthi Srivatsav R, Shantanu Chakrabartty, Chetan Singh Thakur
Address-Event-Representation (AER) is a spike-routing protocol that allows the scaling of neuromorphic and spiking neural network (SNN) architectures to a size that is comparable t…
An Adaptive Synaptic Array using Fowler-Nordheim Dynamic Analog Memory
Darshit Mehta, Kenji Aono, Shantanu Chakrabartty
In this paper we present a synaptic array that uses dynamical states to implement an analog memory for energy-efficient training of machine learning (ML) systems. Each of the analo…
Neuromorphic In-Memory Computing Framework using Memtransistor Cross-bar based Support Vector Machines
P. Kumar, A. R. Nair, O. Chatterjee +4
This paper presents a novel framework for designing support vector machines (SVMs), which does not impose restriction on the SVM kernel to be positive-definite and allows the user…
A Unified Perspective of Evolutionary Game Dynamics Using Generalized Growth Transforms
Oindrila Chatterjee, Shantanu Chakrabartty
In this paper, we show that different types of evolutionary game dynamics are, in principle, special cases of a dynamical system model based on our previously reported framework of…