Search Results for author: Nikil D. Dutt

Found 2 papers, 1 papers with code

Dynamic Reliability Management in Neuromorphic Computing

no code implementations • 5 May 2021 • Shihao Song, Jui Hanamshet, Adarsha Balaji, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, Nagarajan Kandasamy, Francky Catthoor

We propose a new architectural technique to mitigate the aging-related reliability problems in neuromorphic systems, by designing an intelligent run-time manager (NCRTM), which dynamically destresses neuron and synapse circuits in response to the short-term aging in their CMOS transistors during the execution of machine learning workloads, with the objective of meeting a reliability target.

BIG-bench Machine Learning Management +1

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PyCARL: A PyNN Interface for Hardware-Software Co-Simulation of Spiking Neural Network

1 code implementation • 21 Mar 2020 • Adarsha Balaji, Prathyusha Adiraju, Hirak J. Kashyap, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, Francky Catthoor

We also use PyCARL to analyze these SNNs for a state-of-the-art neuromorphic hardware and demonstrate a significant performance deviation from software-only simulations.

BIG-bench Machine Learning

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