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Soyed Tuhin Ahmed
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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
Compact functional test generation for memristive deep learning implementations using approximate gradient ranking
ST Ahmed, MB Tahoori
2022 IEEE International Test Conference (ITC), 239-248, 2022
62022
Process and runtime variation robustness for spintronic-based neuromorphic fabric
ST Ahmed, M Mayahinia, M Hefenbrock, C Münch, MB Tahoori
2022 IEEE European Test Symposium (ETS), 1-2, 2022
62022
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
Neuroscrub+: Mitigating retention faults using flexible approximate scrubbing in neuromorphic fabric based on resistive memories
ST Ahmed, M Hefenbrock, C Münch, MB Tahoori
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
52022
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
NeuroScrub: Mitigating retention failures using approximate scrubbing in Neuromorphic fabric based on resistive memories
ST Ahmed, M Hefenbrock, C Münch, MB Tahoori
2021 IEEE European Test Symposium (ETS), 1-6, 2021
42021
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
One-shot online testing of deep neural networks based on distribution shift detection
ST Ahmed, MB Tahoori
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2024
22024
Online Fault-Tolerance for Memristive Neuromorphic Fabric Based on Local Approximation
ST Ahmed, R Rakhmatullin, MB Tahoori
2023 IEEE European Test Symposium (ETS), 1-4, 2023
22023
Design and Implementation of Intelligent Refrigerator
MS Rahman, F Rahman, MH Ali, T Ahmed, MR Islam
Journal of Electronics, Computer Networking and Applied Mathematics 3 (01 …, 2023
22023
Tahoori Mehdi B.. 2022
AS Tuhin, D Kamal, M Christopher, P Guillaume, A Lorena
SpinDrop: Dropout-based bayesian binary neural networks with spintronic …, 2023
22023
Design-Time Reference Current Generation for Robust Spintronic-Based Neuromorphic Architecture
ST Ahmed, M Mayahinia, M Hefenbrock, C Münch, MB Tahoori
ACM Journal on Emerging Technologies in Computing Systems 20 (1), 2023
22023
Enhancing Reliability of Neural Networks at the Edge: Inverted Normalization with Stochastic Affine Transformations
ST Ahmed, K Danouchi, G Prenat, L Anghel, MB Tahoori
arXiv preprint arXiv:2401.12416, 2024
12024
Fault-tolerant Neuromorphic Computing with Memristors Using Functional ATPG for Efficient Re-calibration
ST Ahmed, MB Tahoori
IEEE Design & Test, 2023
12023
Fault-tolerant Neuromorphic Computing with Functional ATPG for Post-manufacturing Re-calibration
ST Ahmed, MB Tahoori
2022 IEEE 40th VLSI Test Symposium (VTS), 1-7, 2022
12022
Scalable and Efficient Methods for Uncertainty Estimation and Reduction in Deep Learning
ST Ahmed
arXiv preprint arXiv:2401.07145, 2024
2024
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
Testing Spintronics Implemented Monte Carlo Dropout-Based Bayesian Neural Networks
ST Ahmed, M Hefenbrock, G Prenat, L Anghel, MB Tahoori
arXiv preprint arXiv:2401.04744, 2024
2024
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