Publications HAL de DANOUCHI de la structure 1043270;1402;40366

2024

Conference papers

titre
Testing Spintronics Implemented Monte Carlo Dropout-Based Bayesian Neural Networks
auteur
Soyed Tuhin Ahmed, Kamal Danouchi, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi Tahoori
article
2024 IEEE European Test Symposium (ETS), May 2024, The Hague, France. pp.1-6, ⟨10.1109/ETS61313.2024.10567852⟩
Accès au bibtex
https://arxiv.org/pdf/2401.04744 BibTex
titre
NeuSpin: Design of a Reliable Edge Neuromorphic System Based on Spintronics for Green AI
auteur
Soyed Tuhin Ahmed, Kamal Danouchi, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
article
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, Mar 2024, Valencia (Espagne), Spain
Accès au bibtex
BibTex
titre
Enhancing Reliability of Neural Networks at the Edge: Inverted Normalization with Stochastic Affine Transformations
auteur
Soyed Tuhin Ahmed, Kamal Danouchi, Guillaume Prenat, Lorena Anghel, Mehdi B. Tahoori
article
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, Mar 2024, Valencia (Espagne), Spain
Accès au bibtex
BibTex

2023

Journal articles

titre
SpinBayes: Algorithm-Hardware Co-Design for Uncertainty Estimation Using Bayesian In-Memory Approximation on Spintronic-Based Architectures
auteur
Soyed Tuhin Ahmed, Kamal Danouchi, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi Tahoori
article
ACM Transactions on Embedded Computing Systems (TECS), 2023, 22 (5s), pp.1-25. ⟨10.1145/3609116⟩
Accès au bibtex
BibTex
titre
SpinDrop: Dropout-Based Bayesian Binary Neural Networks With Spintronic Implementation
auteur
Soyed Tuhin Ahmed, Kamal Danouchi, Christopher Münch, Guillaume Prenat, Lorena Anghel, Mehdi B Tahoori
article
IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2023, 13 (1), pp.150-164. ⟨10.1109/JETCAS.2023.3242146⟩
Accès au bibtex
BibTex

Conference papers

titre
Designing networks of resistively-coupled stochastic Magnetic Tunnel Junctions for energy-based optimum search
auteur
Kamal Danouchi, Lucile Soumah, Corentin Bouchard, Florian Disdier, Aymen Fassatoui, Nhat-Tan Phan, M. Ezzadeen, Bertrand Delaet, Bernard Viala, Guillaume Prenat, Lorena Anghel, Philippe Talatchian, I. -L. Prejbeanu, François Andrieu, Kevin Garello, Louis Hutin
article
IEDM 2023 - 69th Annual IEEE International Electron Device Meeting, IEEE, Dec 2023, San Francisco, United States. pp.1-4, ⟨10.1109/IEDM45741.2023.10413843⟩
Accès au texte intégral et bibtex
https://hal.science/hal-04359859/file/Kamal_IEDM23.pdf BibTex
titre
Probabilistic Bitstream Generator based on Superparamagnetic Tunnel Junctions
auteur
Kamal Danouchi, Guillaume Prenat, Lorena Anghel
article
2023 IEEE 23rd International Conference on Nanotechnology (NANO), Jul 2023, Jeju City, South Korea. pp.638-642, ⟨10.1109/NANO58406.2023.10231253⟩
Accès au bibtex
BibTex
titre
Robustness and Power Efficiency in Spin-Orbit Torque-Based Probabilistic Logic Circuits
auteur
Kamal Danouchi, Guillaume Prenat, Philippe Talatchian, Louis Hutin, Lorena Anghel
article
2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), IEEE, Jun 2023, Foz do Iguacu, Brazil. pp.1-6, ⟨10.1109/ISVLSI59464.2023.10238682⟩
Accès au bibtex
BibTex
titre
Scalable Spintronics-based Bayesian Neural Network for Uncertainty Estimation
auteur
Soyed Tuhin Ahmed, Kamal Danouchi, Michael Hefenbrock, Guillaume Prenat, Lorena Anghel, Mehdi Tahoori
article
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), Apr 2023, Antwerp, Belgium. pp.1-6, ⟨10.23919/DATE56975.2023.10137167⟩
Accès au bibtex
BibTex

2022

Journal articles

titre
Spintronic Memristor based Binarized Ensemble Convolutional Neural Network Architectures
auteur
Ghislain Takam Tchendjou, Kamal Danouchi, Guillaume Prenat, Lorena Anghel
article
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022, pp.1-1. ⟨10.1109/TCAD.2022.3213612⟩
Accès au bibtex
BibTex

Conference papers

titre
Binary Bayesian Neural Networks for Efficient Uncertainty Estimation Leveraging Inherent Stochasticity of Spintronic Devices
auteur
Soyed Tuhin, Kamal Danouchi, Christopher Münch, Guillaume Prenat, Lorena Anghel, Mehdi B Tahoori, Bayesian Neural
article
17th ACM International Symposium on Nanoscale Architectures, Association for Computing machinery, Dec 2022, Virtual conference, United States. ⟨10.1145/3565478.3572536⟩
Accès au bibtex
BibTex
titre
Binary Bayesian Neural Networks for Efficient Uncertainty Estimation Leveraging Inherent Stochasticity of Spintronic Devices
auteur
Soyed Tuhin Ahmed, Kamal Danouchi, Christopher Münch, Guillaume Prenat, Anghel Lorena, Mehdi B. Tahoori
article
NANOARCH '22: 17th ACM International Symposium on Nanoscale Architectures, Dec 2022, Virtual OR USA, United States. pp.1-6, ⟨10.1145/3565478.3572536⟩
Accès au bibtex
BibTex
titre
Spin Orbit Torque-based Crossbar Array for Error Resilient Binary Convolutional Neural Network
auteur
Kamal Danouchi, Guillaume Prenat, Lorena Anghel
article
23RD IEEE LATIN-AMERICAN TEST SYMPOSIUM, Sep 2022, Montevideo, Uruguay
Accès au texte intégral et bibtex
https://hal.science/hal-03834907/file/Spin%20Orbit%20Torque-based%20Crossbar%20Array%20for%20Error%20Resilient%20Binary%20Convolutional%20Neural%20Network.pdf BibTex