Search Results for author: Spyros Stathopoulos

Found 5 papers, 1 papers with code

Text Classification in Memristor-based Spiking Neural Networks

1 code implementation27 Jul 2022 Jinqi Huang, Alex Serb, Spyros Stathopoulos, Themis Prodromakis

We take two approaches to obtain trained spiking neural networks with memristor models: 1) by converting a pre-trained artificial neural network (ANN) to a memristor-based SNN, or 2) by training a memristor-based SNN directly.

Image Classification Sentiment Analysis +2

A tool for emulating neuromorphic architectures with memristive models and devices

no code implementations16 Jul 2022 Jinqi Huang, Spyros Stathopoulos, Alex Serb, Themis Prodromakis

Memristors have shown promising features for enhancing neuromorphic computing concepts and AI hardware accelerators.

Palimpsest Memories Stored in Memristive Synapses

no code implementations22 Sep 2021 Christos Giotis, Alexander Serb, Vasileios Manouras, Spyros Stathopoulos, Themis Prodromakis

This showcases the use of emerging memory technologies to efficiently expand the capacity of artificial intelligence hardware towards more generalised learning memories.

Frequency Response of Metal-Oxide Memristors

no code implementations21 Dec 2020 Vasileios Manouras, Spyros Stathopoulos, Suresh Kumar Garlapati, Alex Serb, Themis Prodromakis

Memristors have been at the forefront of nanoelectronics research for the last decade, offering a valuable component to reconfigurable computing.

Applied Physics

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