2 papers
cs.ET2022
On-device Synaptic Memory Consolidation using Fowler-Nordheim Quantum-tunneling
Mustafizur Rahman, Subhankar Bose, Shantanu Chakrabartty
Synaptic memory consolidation has been heralded as one of the key mechanisms for supporting continual learning in neuromorphic Artificial Intelligence (AI) systems. Here we report…
cs.NE2021
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…