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Implementing Binarized Neural Networks with Magnetoresistive RAM without Error Correction

Tifenn Hirtzlin , Bogdan Penkovsky , Jacques-Olivier Klein , Nicolas Locatelli , Adrien Vincent , et al.
15th IEEE / ACM International Symposium on Nanoscale Architectures (NANOARCH), Jul 2019, Qingdao, China
Communication dans un congrès hal-02399718v1
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Spike-timing-dependent plasticity learning of coincidence detection with passively integrated memristive circuits

M. Prezioso , M. R Mahmoodi , F Merrikh Bayat , H. Nili , H. Kim , et al.
Nature Communications, 2018, 9 (1), ⟨10.1038/s41467-018-07757-y⟩
Article dans une revue hal-02487839v1
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Hardware Spiking Neural Networks: Slow Tasks Resilient Learning with Longer Term-Memory Bits

Pierre Lewden , Adrien F Vincent , Charly Meyer , Jean Tomas , Shidoush Siami , et al.
2019 IEEE Biomedical Circuits and Systems Conference (BioCAS), Oct 2019, Nara, Japan. pp.1-4, ⟨10.1109/BIOCAS.2019.8918992⟩
Communication dans un congrès hal-02487821v1

Learning from slow Dynamic Vision Sensor inputs with a hardware memristor-based Spiking Neural Network

Pierre Lewden , Charly Meyer , Adrien F Vincent , Jean Tomas , Sylvain Saïghi
GDR BioComp, 2019, Lille, France
Communication dans un congrès hal-02527452v1

Use of Magnetoresistive Random-Access Memory as Approximate Memory for Training Neural Networks

Nicolas Locatelli , Adrien F Vincent , Damien S Querlioz
2018 25th IEEE International Conference on Electronics, Circuits and Systems (ICECS), Dec 2018, Bordeaux, France. pp.553-556, ⟨10.1109/ICECS.2018.8617952⟩
Communication dans un congrès hal-02487845v1

Spin-transfer torque magnetic memory as a stochastic memristive synapse

A.F. Vincent , J. Larroque , W.S. Zhao , N.B. Romdhane , O. Bichler , et al.
2014 IEEE International Symposium on Circuits and Systems (ISCAS), Jun 2014, Melbourne, VIC, Australia. pp.1074-1077, ⟨10.1109/ISCAS.2014.6865325⟩
Communication dans un congrès cea-01817867v1
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Bioinspired Programming of Memory Devices for Implementing an Inference Engine

Damien Querlioz , Olivier Bichler , Adrien Francis Vincent , Christian Gamrat
Proceedings of the IEEE, 2015, 103 (8), pp.1398 - 1416. ⟨10.1109/JPROC.2015.2437616⟩
Article dans une revue hal-01822199v1
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Plasticity in memristive devices for spiking neural networks

S. Saïghi , C.G. Mayr , T. Serrano-Gotarredona , H. Schmidt , G. Lecerf , et al.
Frontiers in Neuroscience, 2015, 9, pp.51. ⟨10.3389/fnins.2015.00051⟩
Article dans une revue cea-01846866v1

Preliminary Results Towards Reinforcement Learning with Mixed-Signal Memristive Neuromorphic Circuits

Nan Wu , Adrien F Vincent , Dmitri Strukov
2019 IEEE International Symposium on Circuits and Systems (ISCAS), May 2019, Sapporo, Japan. pp.1-5, ⟨10.1109/ISCAS.2019.8702229⟩
Communication dans un congrès hal-02487827v1

Neural Network for ultra-low power and real time computation

Charly Meyer , Pierre Lewden , Adrien F Vincent , Jean Tomas , Sylvain Saïghi
GDR BioComp, 2019, Lille, France
Communication dans un congrès hal-02527440v1

Green AI : La nécessité de la soutenabilité énergétique dans l’IA

Sylvain Saïghi , Adrien Vincent
Cycle de séminaires du Magistère Mécatronique, 2019, Bruz, France
Communication dans un congrès hal-02530977v1

Mixed-Signal Neuromorphic Inference Accelerators: Recent Results and Future Prospects

M. Bavandpour , M.R. Mahmoodi , H. Nili , F. Merrikh Bayat , M. Prezioso , et al.
2018 IEEE International Electron Devices Meeting (IEDM), Dec 2018, San Francisco, France. pp.20.4.1-20.4.4, ⟨10.1109/IEDM.2018.8614659⟩
Communication dans un congrès hal-02487848v1

Multilayer spintronic neural networks with radiofrequency connections

Andrew Ross , Nathan Leroux , Arnaud de Riz , Danijela Marković , Dédalo Sanz-Hernández , et al.
Nature Nanotechnology, 2023, 18, pp.1273-1280. ⟨10.1038/s41565-023-01452-w⟩
Article dans une revue hal-04270425v1
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A High-Level Methodology to Evaluate and Optimize Digital Architectures Targeting Spike Encoding

Clémence Gillet , Adrien Vincent , Bertrand Le Gal , Sylvain Saïghi
IEEE Access, 2023, 11, pp.120654-120665. ⟨10.1109/ACCESS.2023.3324877⟩
Article dans une revue hal-04406432v1
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Spintronic Devices as Key Elements for Energy-Efficient Neuroinspired Architectures

Nicolas Locatelli , Adrien F Vincent , Alice Mizrahi , Joseph S Friedman , Damir Vodenicarevic , et al.
Design, Automation and Test in Europe, Mar 2015, Grenoble, France. ⟨10.7873/DATE.2015.1117⟩
Communication dans un congrès hal-01827047v1
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Approximate programming of magnetic memory elements for energy saving

N. Locatelli , A.F. Vincent , S. Galdin-Retailleau , J-O Klein , D. Querlioz , et al.
2015 International Conference on Memristive Systems (MEMRISYS), Nov 2015, Paphos, Cyprus. ⟨10.1109/MEMRISYS.2015.7378400⟩
Communication dans un congrès hal-01832350v1

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⟩
Chapitre d'ouvrage cea-01818393v1
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Spin-Transfer Torque Magnetic Memory as a Stochastic Memristive Synapse for Neuromorphic Systems

Adrien F Vincent , Jérôme Larroque , Nicolas Locatelli , Nesrine Ben Romdhane , Olivier Bichler , et al.
IEEE Transactions on Biomedical Circuits and Systems, 2015, 9 (2), pp.166 - 174. ⟨10.1109/TBCAS.2015.2414423⟩
Article dans une revue hal-01822200v1