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Kamal Danouchi
Kamal Danouchi
Phd student, CEA-SPINTEC
Bestätigte E-Mail-Adresse bei cea.fr
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Zitiert von
Zitiert von
Jahr
Spindrop: Dropout-based bayesian binary neural networks with spintronic implementation
ST Ahmed, K Danouchi, C Münch, G Prenat, L Anghel, MB Tahoori
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 13 (1 …, 2023
112023
Binary bayesian neural networks for efficient uncertainty estimation leveraging inherent stochasticity of spintronic devices
S Tuhin Ahmed, K Danouchi, C Münch, G Prenat, A Lorena, M B. Tahoori
Proceedings of the 17th ACM International Symposium on Nanoscale …, 2022
72022
Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation
ST Ahmed, K Danouchi, M Hefenbrock, G Prenat, L Anghel, MB Tahoori
arXiv preprint arXiv:2306.10185, 2023
62023
SpinBayes: Algorithm-Hardware Co-Design for Uncertainty Estimation Using Bayesian In-Memory Approximation on Spintronic-Based Architectures
ST Ahmed, K Danouchi, M Hefenbrock, G Prenat, L Anghel, MB Tahoori
ACM Transactions on Embedded Computing Systems 22 (5s), 1-25, 2023
52023
Scalable Spintronics-based Bayesian Neural Network for Uncertainty Estimation
ST Ahmed, K Danouchi, M Hefenbrock, G Prenat, L Anghel, MB Tahoori
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2023
42023
Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using Stochastic Scale
ST Ahmed, K Danouchi, M Hefenbrock, G Prenat, L Anghel, MB Tahoori
arXiv preprint arXiv:2311.15816, 2023
32023
Spintronic Memristor based Binarized Ensemble Convolutional Neural Network Architectures
GT Tchendjou, K Danouchi, G Prenat, L Anghel
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022
12022
Spin Orbit Torque-based Crossbar Array for Error Resilient Binary Convolutional Neural Network
K Danouchi, G Prenat, L Anghel
2022 IEEE 23rd Latin American Test Symposium (LATS), 1-6, 2022
12022
NeuSpin: Design of a Reliable Edge Neuromorphic System Based on Spintronics for Green AI
ST Ahmed, K Danouchi, G Prenat, L Anghel, MB Tahoori
arXiv preprint arXiv:2401.06195, 2024
2024
Designing networks of resistively-coupled stochastic Magnetic Tunnel Junctions for energy-based optimum search
K Danouchi, L Soumah, C Bouchard, F Disdier, A Fassatoui, NT Phan, ...
IEDM 2023-69th Annual IEEE International Electron Device Meeting, 2023
2023
Probabilistic Bitstream Generator based on Superparamagnetic Tunnel Junctions
K Danouchi, G Prenat, L Anghel
2023 IEEE 23rd International Conference on Nanotechnology (NANO), 638-642, 2023
2023
Robustness and Power Efficiency in Spin-Orbit Torque-Based Probabilistic Logic Circuits
K Danouchi, G Prenat, P Talatchian, L Hutin, L Anghel
2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 1-6, 2023
2023
Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation
S Tuhin Ahmed, K Danouchi, M Hefenbrock, G Prenat, L Anghel, ...
arXiv e-prints, arXiv: 2306.10185, 2023
2023
Binary bayesian neural networks for efficient uncertainty estimation leveraging inherent stochasticity of spintronic devices
ST Ahmed, K Danouchi, C Münch, G Prenat, A Lorena, MB Tahoori
NANOARCH'22: 17th ACM International Symposium on Nanoscale Architectures, 1-6, 2022
2022
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