Dimitrios Stamoulis
Dimitrios Stamoulis
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Single-path nas: Designing hardware-efficient convnets in less than 4 hours
D Stamoulis, R Ding, D Wang, D Lymberopoulos, B Priyantha, J Liu, ...
arXiv preprint arXiv:1904.02877, 2019
562019
NeuralPower: Predict and Deploy Energy-Efficient Convolutional Neural Networks
E Cai, DC Juan, D Stamoulis, D Marculescu
Asian Conference on Machine Learning, 622-637, 2017
372017
HyperPower: Power- and Memory-Constrained Hyper-Parameter Optimization for Neural Networks
D Stamoulis, E Cai, DC Juan, D Marculescu
arXiv preprint arXiv:1712.02446, 2017
272017
Designing adaptive neural networks for energy-constrained image classification
D Stamoulis, TW Chin, AK Prakash, H Fang, S Sajja, M Bognar, ...
Proceedings of the International Conference on Computer-Aided Design, 1-8, 2018
242018
Exploring aging deceleration in FinFET-based multi-core systems
E Cai, D Stamoulis, D Marculescu
2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2016
172016
Hardware-aware machine learning: modeling and optimization
D Marculescu, D Stamoulis, E Cai
Proceedings of the International Conference on Computer-Aided Design, 1-8, 2018
152018
Can we guarantee performance requirements under workload and process variations?
D Stamoulis, D Marculescu
Proceedings of the 2016 International Symposium on Low Power Electronics and …, 2016
132016
Capturing true workload dependency of bti-induced degradation in cpu components
D Stamoulis, S Corbetta, D Rodopoulos, P Weckx, P Debacker, BH Meyer, ...
2016 International Great Lakes Symposium on VLSI (GLSVLSI), 373-376, 2016
102016
Efficient reliability analysis of processor datapath using atomistic bti variability models
D Stamoulis, D Rodopoulos, BH Meyer, D Soudris, F Catthoor, Z Zilic
Proceedings of the 25th edition on Great Lakes Symposium on VLSI, 57-62, 2015
102015
Profit:Priority and Power/Performance Optimization for Many-Core Systems
Z Chen, D Stamoulis, D Marculescu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2017
82017
Understanding timing impact of BTI/RTN with massively threaded atomistic transient simulations
D Rodopoulos, D Stamoulis, G Lyras, D Soudris, F Catthoor
2014 IEEE International Conference on IC Design & Technology, 1-4, 2014
82014
Single-Path NAS: Device-Aware Efficient ConvNet Design
D Stamoulis, R Ding, D Wang, D Lymberopoulos, B Priyantha, J Liu, ...
arXiv preprint arXiv:1905.04159, 2019
52019
Single-path mobile automl: Efficient convnet design and nas hyperparameter optimization
D Stamoulis, R Ding, D Wang, D Lymberopoulos, NB Priyantha, J Liu, ...
IEEE Journal of Selected Topics in Signal Processing, 2020
32020
Enhancing precipitation models by capturing multivariate and multiscale climate dynamics
R Ding, D Stamoulis, K Bhardwaj, D Marculescu, R Marculescu
Proceedings of the 3rd International Workshop on Cyber-Physical Systems for …, 2017
32017
Linear regression techniques for efficient analysis of transistor variability
D Stamoulis, D Rodopoulos, BH Meyer, D Soudris, Z Zilic
2014 21st IEEE international conference on electronics, circuits and systems …, 2014
32014
Time-efficient modeling and simulation of true workload dependency for bti-induced degradation in processor-level platform specifications
S Corbetta, P Weckx, D Rodopoulos, D Stamoulis, F Catthoor
Harnessing Performance Variability in Embedded and High-performance Many …, 2019
12019
Efficient variability analysis of arithmetic units using linear regression techniques
D Stamoulis, K Tsoumanis, D Rodopoulos, BH Meyer, K Pekmestzi, ...
Analog Integrated Circuits and Signal Processing 87 (2), 249-261, 2016
12016
Hardware-Aware AutoML for Efficient Deep Learning Applications
D Stamoulis
Carnegie Mellon University, 2020
2020
Computational Approaches for Incorporating Short-and Long-Term Dynamics in Smart Water Networks
K Bhardwaj, D Stamoulis, R Ding, D Marculescu, R Marculescu
Smart Water Grids, 297-323, 2018
2018
EDA Techniques for the Efficient Analysis of Variability in Deeply-scaled Transistors
D Stamoulis
McGill University Libraries, 2015
2015
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Artikelen 1–20