2 papers
eess.SP2026
A Hardware-Aware Open-Source Framework for Design Space Exploration of Mixed-Signal Spiking Neural Networks
Sayma Nowshin Chowdhury, Vineeta Nair, Taseen Forhad +3
Energy-efficient neuromorphic computing at the edge requires simulation tools that can capture the non-ideal behavior of mixed-signal spiking neural network (SNN) hardware while su…
cs.AR2023
Modeling and Analysis of Analog Non-Volatile Devices for Compute-In-Memory Applications
Carl Brando, Minseong Park, Sayma Nowshin Chowdhury +3
This paper introduces a novel simulation tool for analyzing and training neural network models tailored for compute-in-memory hardware. The tool leverages physics-based device mode…