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Farzad Niknia
Farzad Niknia
Ph.D. Candidate, Northeastern University.
在 northeastern.edu 的电子邮件经过验证
标题
引用次数
引用次数
年份
Stochastic Dividers for Low Latency Neural Networks
S Liu, X Tang, F Niknia, P Reviriego, W Liu, A Louri, F Lombardi
IEEE Transactions on Circuits and Systems I: Regular Papers, 2021
172021
Learning assisted side channel delay test for detection of recycled ics
A Vakil, F Niknia, A Mirzaeian, A Sasan, N Karimi
Proceedings of the 26th Asia and South Pacific Design Automation Conference …, 2021
122021
Computing the similarity estimate using approximate memory
P Reviriego, S Liu, O Ertl, F Niknia, F Lombardi
IEEE Transactions on Emerging Topics in Computing 10 (3), 1593-1604, 2021
72021
Aging effects on template attacks launched on dual-rail protected chips
F Niknia, JL Danger, S Guilley, N Karimi
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021
72021
Tolerance of siamese networks (SNs) to memory errors: Analysis and design
Z Wang, F Niknia, S Liu, P Reviriego, P Montuschi, F Lombardi
IEEE Transactions on Computers 72 (4), 1136-1149, 2022
62022
Nanoscale Accelerators for Artificial Neural Networks
F Niknia, Z Wang, S Liu, A Louri, F Lombardi
IEEE Nanotechnology Magazine 16 (6), 14-21, 2022
52022
Nanoscale design of multi-layer perceptrons using floating-point arithmetic units
F Niknia, Z Wang, S Liu, F Lombardi
2022 IEEE 22nd International Conference on Nanotechnology (NANO), 16-19, 2022
42022
A delta sigma modulator-based stochastic divider
X Tang, S Liu, F Niknia, P Reviriego, Z Wang, W Tang, A Louri, ...
IEEE Transactions on Circuits and Systems I: Regular Papers 69 (8), 3272-3283, 2022
42022
Analysis, design and evaluation of high-performance stochastic multilayer perceptron: from mini-batch training to inference
Z Wang, F Niknia, S Liu, P Reviriego, Z Gao, F Lombardi
2024 IEEE 24th International Conference on Nanotechnology (NANO), 161-166, 2024
32024
Concurrent Classifier Error Detection (CCED) in Large Scale Machine Learning Systems
P Reviriego, Z Wang, A Alonso, Z Gao, F Niknia, S Liu, F Lombardi
IEEE Transactions on Reliability, 2024
22024
Adaptive Resolution Inference (ARI): Energy Efficient Machine Learning for the Internet of Things
Z Wang, P Reviriego, F Niknia, J Conde, S Liu, F Lombardi
IEEE Internet of Things Journal, 2023
22023
Delta sigma modulator-based dividers for accurate and low latency stochastic computing systems
X Tang, S Liu, F Niknia, Z Wang, S Liu, P Reviriego, F Lombardi
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 13 (1 …, 2023
22023
ASIC Design of Nanoscale Artificial Neural Networks for Inference/Training by Floating-Point Arithmetic
F Niknia, Z Wang, S Liu, P Reviriego, A Louri, F Lombardi
IEEE Transactions on Nanotechnology, 2024
12024
Feature-Embedding Triplet Networks with a Separately Constrained Loss Function
Z Wang, F Niknia, S Liu, H Jiang, S Liu, P Reviriego, F Lombardi
2023 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2023
12023
A Configurable Floating-Point Fused Multiply-Add Design with Mixed Precision for AI Accelerators
F Niknia, Z Wang, S Liu, P Reviriego, Z Gao, P Montuschi, F Lombardi
Authorea Preprints, 2024
2024
Fault Tolerance in Triplet Network Training: Analysis, Evaluation and Protection Methods
Z Wang, F Niknia, S Liu, P Reviriego, A Louri, F Lombardi
IEEE Transactions on Emerging Topics in Computing, 2024
2024
Are Emerging Machine Learning Models Dependable at the Nanoscales?
S Liu, Z Wang, Z Gao, P Reviriego, F Niknia, X Tang, J Zhou, F Lombardi
IEEE Nanotechnology Magazine, 2024
2024
Stochastic Neural Networks with Layer-Wise Adjustable Sequence Length
Z Wang, P Reviriego, F Niknia, S Liu, Z Gao, F Lombardi
2024 IEEE 24th International Conference on Nanotechnology (NANO), 436-441, 2024
2024
Emerging Machine Learning Using Siamese and Triplet Neural Networks
Z Wang, F Niknia, S Liu, P Reviriego, F Lombardi
Design and Applications of Emerging Computer Systems, 115-141, 2024
2024
Concurrent Classifier Error Detection (CCED) in Large Scale Machine Learning Systems
P Reviriego Vasallo, Z Wang, Á Alonso González, Z Gao, F Niknia, S Liu, ...
2024
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