244 citations · 314 across the 7 of their papers we have counts for
4 papers · 1 filter
Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning
Georgios Detorakis, Sadique Sheik, Charles Augustine +6
Embedded, continual learning for autonomous and adaptive behavior is a key application of neuromorphic hardware. However, neuromorphic implementations of embedded learning at large…
Extent of Variation Resilience in Strained CMOS: From Transistors to Digital Circuits
Ahmad Ehteshamul Islam, Charles Augustine, Kaushik Roy +1
Process-related and stress-induced changes in threshold voltage are major variability concerns in ultra-scaled CMOS transistors. The device designers consider this variability as a…
Neuromorphic Deep Learning Machines
Emre Neftci, Charles Augustine, Somnath Paul +1
An ongoing challenge in neuromorphic computing is to devise general and computationally efficient models of inference and learning which are compatible with the spatial and tempora…
Membrane-Dependent Neuromorphic Learning Rule for Unsupervised Spike Pattern Detection
Sadique Sheik, Somnath Paul, Charles Augustine +1
Several learning rules for synaptic plasticity, that depend on either spike timing or internal state variables, have been proposed in the past imparting varying computational capab…