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Digital Biologically Plausible Implementation of Binarized Neural Networks With Differential Hafnium Oxide Resistive Memory Arrays
Tifenn Hirtzlin
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Marc Bocquet
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Bogdan Penkovsky
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Jacques-Olivier Klein
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Etienne Nowak
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et al.
Journal articles
hal-02436382v1
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Non-volatile ionic modification of the Dzyaloshinskii Moriya Interaction
L. Herrera Diez
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Y Liu
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D. Gilbert
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M. Belmeguenai
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Jan Vogel
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Journal articles
hal-02331252v1
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Physical Realization of a Supervised Learning System Built with Organic Memristive Synapses
Yu-Pu Lin
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Christopher H. Bennett
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Théo Cabaret
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Damir Vodenicarevic
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Djaafar Chabi
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et al.
Journal articles
cea-01361933v1
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Stochastic neuron design using conductive bridge RAM
Giorgio Palma
,
Manan Suri
,
Damien Querlioz
,
Elisa Vianello
,
Barbara de Salvo
Conference papers
hal-01827051v1
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Low-Overhead Implementation of Binarized Neural Networks Employing Robust 2T2R Resistive RAM Bridges
M. Ezzadeen
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A. Majumdar
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Marc Bocquet
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B. Giraud
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J.-P. Noel
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et al.
Conference papers
hal-03597353v1
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Role of synaptic variability in resistive memory-based spiking neural networks with unsupervised learning
Denys Ly
,
Alessandro Grossi
,
Claire Fenouillet-Beranger
,
Etienne Nowak
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Damien Querlioz
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et al.
Journal articles
hal-02350259v1
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Probabilistic neuromorphic system using binary phase-change memory (PCM) synapses: Detailed power consumption analysis
D. Garbin
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M. Suri
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O. Bichler
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D. Querlioz
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C. Gamrat
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2013 13th IEEE International Conference on Nanotechnology (IEEE-NANO 2013), Aug 2013, Beijing, China. pp.91-94, ⟨10.1109/NANO.2013.6721057⟩
Conference papers
cea-01839868v1
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Extraction of temporally correlated features from dynamic vision sensors with spike-timing-dependent plasticity.
Olivier Bichler
,
Damien Querlioz
,
Simon J Thorpe
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Jean-Philippe Bourgoin
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Christian Gamrat
Journal articles
istex
hal-00706681v1
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Narrow Heater Bottom Electrode-Based Phase Change Memory as a Bidirectional Artificial Synapse
Selina La Barbera
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Denys Ly
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Gabriele Navarro
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Niccolo Castellani
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Olga Cueto
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et al.
Journal articles
cea-02183803v1
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Memory-Centric Neuromorphic Computing With Nanodevices
Damien Querlioz
,
Tifenn Hirtzlin
,
Jacques-Olivier Klein
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Etienne Nowak
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Elisa Vianello
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et al.
Conference papers
hal-02399731v1
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Immunity to Device Variations in a Spiking Neural Network With Memristive Nanodevices
Damien Querlioz
,
Olivier Bichler
,
Philippe Dollfus
,
Christian Gamrat
Journal articles
hal-01826840v1
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Experimental Demonstration of Multilevel Resistive Random Access Memory Programming for up to Two Months Stable Neural Networks Inference Accuracy
Eduardo Esmanhotto
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Tifenn Hirtzlin
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Djohan Bonnet
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Niccolo Castellani
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Jean-Michel Portal
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et al.
Journal articles
hal-03861116v1
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Model of the Weak Reset Process in HfO x Resistive Memory for Deep Learning Frameworks
Atreya Majumdar
,
Marc Bocquet
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Tifenn Hirtzlin
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Axel Laborieux
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Jacques-Olivier Klein
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et al.
Journal articles
hal-03372056v1
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Outstanding Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks
T Hirtzlin
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Marc Bocquet
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J.-O Klein
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E. Nowak
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E. Vianello
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IEEE International Conference on Artificial Intellignence Circuits and Systems (AICAS), Mar 2019, Hsinshu, Taiwan. ⟨10.1109/AICAS.2019.8771544⟩
Conference papers
hal-02159142v1
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CBRAM devices as binary synapses for low-power stochastic neuromorphic systems: auditory (cochlea) and visual (retina) cognitive processing applications
M. Suri
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O. Bichler
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D. Querlioz
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G. Palma
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E. Vianello
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et al.
Conference papers
hal-00803088v1
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Phase change memory for neuromorphic systems and applications
M. Suri
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O. Bichler
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D. Querlioz
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V. Sousa
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L. Perniola
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et al.
12th European-Phase Change and Ovonics Symposium, E-PCOS 2013, 2013, Berlin, Germany
Conference papers
hal-00957793v1
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Spin-Transfer Torque Magnetic Memory as a Stochastic Memristive Synapse for Neuromorphic Systems
Adrien F Vincent
,
Jérôme Larroque
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Nicolas Locatelli
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Nesrine Ben Romdhane
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Olivier Bichler
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et al.
Journal articles
hal-01822200v1
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Theoretical analysis of spike-timing-dependent plasticity learning with memristive devices
D. Querlioz
,
O. Bichler
,
A.F. Vincent
,
C. Gamrat
Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices. Cognitive Systems Monographs, 31, Springer Verlag, pp.197-210, 2017, ⟨10.1007/978-81-322-3703-7_10⟩
Book sections
cea-01818393v1
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In-Memory Resistive RAM Implementation of Binarized Neural Networks for Medical Applications
Bogdan Penkovsky
,
Marc Bocquet
,
Tifenn Hirtzlin
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Jacques-Olivier Klein
,
Etienne Nowak
,
et al.
Conference papers
hal-03218970v1
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Synaptic Weight Modulation and Logic Function Learning with Electro-grafted Nano Organic Memristors
Y-P Lin
,
C H Bennett
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D Chabi
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D Vodenicarevic
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D Querlioz
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et al.
Nanotech France 2016, Jun 2016, Paris, France
Conference papers
cea-02346364v1
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Role of synaptic variability in resistive memory-based spiking neural networks with unsupervised learning
Denys R. B. Ly
,
Alessandro Grossi
,
Claire Fenouillet-Beranger
,
Etienne Nowak
,
Damien Querlioz
,
et al.
Journal articles
hal-02939324v1
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Implementation of Ternary Weights With Resistive RAM Using a Single Sense Operation per Synapse
Axel Laborieux
,
Marc Bocquet
,
Hirtzlin Tifenn
,
Jacques-Olivier Klein
,
Etienne Nowak
,
et al.
Journal articles
hal-02983778v1
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Impact of PCM resistance-drift in neuromorphic systems and drift-mitigation strategy
Manan Suri
,
Daniele Garbin
,
Olivier Bichler
,
Damien S Querlioz
,
Dominique Vuillaume
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et al.
Conference papers
hal-01827058v1
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Bioinspired Programming of Memory Devices for Implementing an Inference Engine
Damien Querlioz
,
Olivier Bichler
,
Adrien Francis Vincent
,
Christian Gamrat
Journal articles
hal-01822199v1
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Supervised Learning with Organic Memristor Devices and Prospects for Neural Crossbar Arrays
Christopher H. Bennett
,
Djaafar Chabi
,
Théo Cabaret
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Bruno Jousselme
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Vincent Derycke
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et al.
Conference papers
cea-01635377v1
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Plasticity in memristive devices for spiking neural networks
S. Saïghi
,
C.G. Mayr
,
T. Serrano-Gotarredona
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H. Schmidt
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G. Lecerf
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et al.
Journal articles
cea-01846866v1
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Multiscale simulation of carbon nanotube transistors
Cristell Maneux
,
Sébastien Fregonese
,
Thomas Zimmer
,
Sylvie Retailleau
,
Huu Nha Nguyen
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et al.
Journal articles
hal-00906950v1
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Bioinspired networks with nanoscale memristive devices that combine the unsupervised and supervised learning approaches
D. Querlioz
,
W. S Zhao
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P. Dollfus
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J.-O Klein
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O. Bichler
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et al.
2012 IEEE/ACM International Symposium on Nanoscale Architectures NANOARCH '12, Jul 2012, Amsterdam, Netherlands. ⟨10.1145/2765491.2765528⟩
Conference papers
hal-01839543v1
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Physical aspects of low power synapses based on phase change memory devices
M. Suri
,
O. Bichler
,
D. Querlioz
,
B. Traore
,
O. Cueto
,
et al.
Journal articles
hal-00787372v1
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Bio-inspired stochastic computing using binary CBRAM synapses
Manan Suri
,
Damien Querlioz
,
Olivier Bichler
,
Giorgio Palma
,
Elisa Vianello
,
et al.
Journal articles
hal-00871918v1
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