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Dimitrios Stamoulis
Dimitrios Stamoulis
Research Manager, Microsoft MR R&D Copilot Group
Verified email at microsoft.com - Homepage
Title
Cited by
Cited by
Year
Single-path nas: Designing hardware-efficient convnets in less than 4 hours
D Stamoulis, R Ding, D Wang, D Lymberopoulos, B Priyantha, J Liu, ...
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2019
2992019
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
1572017
Hyperpower: Power-and memory-constrained hyper-parameter optimization for neural networks
D Stamoulis, E Cai, DC Juan, D Marculescu
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 19-24, 2018
93*2018
Designing adaptive neural networks for energy-constrained image classification
D Stamoulis, TWR Chin, AK Prakash, H Fang, S Sajja, M Bognar, ...
2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2018
772018
Hardware-aware machine learning: Modeling and optimization
D Marculescu, D Stamoulis, E Cai
2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2018
532018
Single-path mobile automl: Efficient convnet design and nas hyperparameter optimization
D Stamoulis, R Ding, D Wang, D Lymberopoulos, B Priyantha, J Liu, ...
IEEE Journal of Selected Topics in Signal Processing 14 (4), 609-622, 2020
392020
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
232016
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
202017
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
182016
Single-Path NAS: Device-Aware Efficient ConvNet Design
D Stamoulis, R Ding, D Wang, D Lymberopoulos, B Priyantha, J Liu, ...
ICML 2019 Joint Workshop on On-Device Machine Learning & Compact Deep Neural …, 2019
172019
Capturing true workload dependency of bti-induced degradation in cpu components
D Stamoulis, S Corbetta, D Rodopoulos, P Weckx, P Debacker, BH Meyer, ...
Proceedings of the 26th edition on Great Lakes Symposium on VLSI, 373-376, 2016
132016
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
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
102014
AntiDoteX: Attention-Based Dynamic Optimization for Neural Network Runtime Efficiency
F Yu, Z Xu, C Liu, D Stamoulis, D Wang, Y Wang, X Chen
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
92022
Towards latency-aware dnn optimization with gpu runtime analysis and tail effect elimination
F Yu, Z Xu, T Shen, D Stamoulis, L Shangguan, D Wang, R Madhok, ...
arXiv preprint arXiv:2011.03897, 2020
82020
Putting the" Machine" Back in Machine Learning for Engineering Students
R Chin, D Stamoulis, D Marculescu
ECMLPKDD 2021 Workshop TeachML, 2021
7*2021
Stable Diffusion For Aerial Object Detection
Y Jian, F Yu, S Singh, D Stamoulis
NeurIPS 2023 Workshop on Synthetic Data Generation with Generative AI, 2023
62023
Hardware-aware automl for efficient deep learning applications
D Stamoulis
Carnegie Mellon University, 2020
42020
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
42014
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
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