Spin Orbit Torque-based Crossbar Array for Error Resilient Binary Convolutional Neural Network. - Kamal Danouchi; Guillaume Prenat; Lorena Anghel (LATS, 2022)

Binary Bayesian Neural Networks for Efficient Uncertainty Estimation Leveraging Inherent Stochasticity of Spintronic Devices. - Soyed Tuhin Ahmed; Kamal Danouchi; Christopher Münch; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (NANOARCH, 2022)

Scalable Spintronics-based Bayesian Neural Network for Uncertainty Estimation. - Soyed Tuhin Ahmed; Kamal Danouchi; Michael Hefenbrock; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (DATE, 2023)

Robustness and Power Efficiency in Spin-Orbit Torque-Based Probabilistic Logic Circuits. - Kamal Danouchi; Guillaume Prenat; Philippe Talatchian; Louis Hutin; Lorena Anghel (ISVLSI, 2023)

Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation. - Soyed Tuhin Ahmed; Kamal Danouchi; Michael Hefenbrock; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (CoRR, 2023)

Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using Stochastic Scale. - Soyed Tuhin Ahmed; Kamal Danouchi; Michael Hefenbrock; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (CoRR, 2023)

SpinDrop: Dropout-Based Bayesian Binary Neural Networks With Spintronic Implementation. - Soyed Tuhin Ahmed; Kamal Danouchi; Christopher Münch; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (IEEE J. Emerg. Sel. Topics Circuits Syst., 2023)

Spintronic Memristor-Based Binarized Ensemble Convolutional Neural Network Architectures. - Ghislain Takam Tchendjou; Kamal Danouchi; Guillaume Prenat; Lorena Anghel (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2023)

SpinBayes: Algorithm-Hardware Co-Design for Uncertainty Estimation Using Bayesian In-Memory Approximation on Spintronic-Based Architectures. - Soyed Tuhin Ahmed; Kamal Danouchi; Michael Hefenbrock; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (ACM Trans. Embed. Comput. Syst., 2023)

Enhancing Reliability of Neural Networks at the Edge: Inverted Normalization with Stochastic Affine Transformations. - Soyed Tuhin Ahmed; Kamal Danouchi; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (DATE, 2024)

NeuSpin: Design of a Reliable Edge Neuromorphic System Based on Spintronics for Green AI. - Soyed Tuhin Ahmed; Kamal Danouchi; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (DATE, 2024)

Testing Spintronics Implemented Monte Carlo Dropout-Based Bayesian Neural Networks. - Soyed Tuhin Ahmed; Kamal Danouchi; Michael Hefenbrock; Guillaume Prenat; Lorena Anghel; Mehdi B. Tahoori (ETS, 2024)