Convergence Behavior of DNNs with Mutual-Information-Based Regularization

por Jónsson, Hlynur, Cherubini, Giovanni, Eleftheriou, Evangelos
Publicado 2020

Accelerating Inference of Convolutional Neural Networks Using In-memory Computing

por Dazzi, Martino, Sebastian, Abu, Benini, Luca, Eleftheriou, Evangelos
Publicado 2021

On the visual analytic intelligence of neural networks

por Woźniak, Stanisław, Jónsson, Hlynur, Cherubini, Giovanni, Pantazi, Angeliki, Eleftheriou, Evangelos
Publicado 2023

Introducing principles of synaptic integration in the optimization of deep neural networks

por Dellaferrera, Giorgia, Woźniak, Stanisław, Indiveri, Giacomo, Pantazi, Angeliki, Eleftheriou, Evangelos
Publicado 2022

Experimental Demonstration of Supervised Learning in Spiking Neural Networks with Phase-Change Memory Synapses

por Nandakumar, S. R., Boybat, Irem, Le Gallo, Manuel, Eleftheriou, Evangelos, Sebastian, Abu, Rajendran, Bipin
Publicado 2020

Projected phase-change memory devices

por Koelmans, Wabe W., Sebastian, Abu, Jonnalagadda, Vara Prasad, Krebs, Daniel, Dellmann, Laurent, Eleftheriou, Evangelos
Publicado 2015

Temporal correlation detection using computational phase-change memory

por Sebastian, Abu, Tuma, Tomas, Papandreou, Nikolaos, Le Gallo, Manuel, Kull, Lukas, Parnell, Thomas, Eleftheriou, Evangelos
Publicado 2017

Neuromorphic computing with multi-memristive synapses

por Boybat, Irem, Le Gallo, Manuel, Nandakumar, S. R., Moraitis, Timoleon, Parnell, Thomas, Tuma, Tomas, Rajendran, Bipin, Leblebici, Yusuf, Sebastian, Abu, Eleftheriou, Evangelos
Publicado 2018

Accurate deep neural network inference using computational phase-change memory

por Joshi, Vinay, Le Gallo, Manuel, Haefeli, Simon, Boybat, Irem, Nandakumar, S. R., Piveteau, Christophe, Dazzi, Martino, Rajendran, Bipin, Sebastian, Abu, Eleftheriou, Evangelos
Publicado 2020

Mixed-Precision Deep Learning Based on Computational Memory

por Nandakumar, S. R., Le Gallo, Manuel, Piveteau, Christophe, Joshi, Vinay, Mariani, Giovanni, Boybat, Irem, Karunaratne, Geethan, Khaddam-Aljameh, Riduan, Egger, Urs, Petropoulos, Anastasios, Antonakopoulos, Theodore, Rajendran, Bipin, Sebastian, Abu, Eleftheriou, Evangelos
Publicado 2020