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 | 11 | 2023 |
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 | 7 | 2022 |
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 | 6 | 2023 |
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 | 5 | 2023 |
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 | 4 | 2023 |
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 | 3 | 2023 |
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 | 1 | 2022 |
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 | 1 | 2022 |
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 |