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⟩
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- 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
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- 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
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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⟩
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- 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⟩
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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⟩
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- 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⟩
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- 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⟩
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- 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⟩
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2022
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⟩
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- 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⟩
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- 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
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