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Ermao Cai
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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
982017
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
592018
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
352018
Tei-turbo: temperature effect inversion-aware turbo boost for finfet-based multi-core systems
E Cai, D Marculescu
2015 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 500-507, 2015
252015
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
202016
Learning-based power/performance optimization for many-core systems with extended-range voltage/frequency scaling
E Cai, DC Juan, S Garg, J Park, D Marculescu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2015
172015
Temperature effect inversion-aware power-performance optimization for FinFET-based multicore systems
E Cai, D Marculescu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2017
142017
Hyperpower: Power-and memory-constrained hyper-parameter optimization for neural networks. In 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE)
D Stamoulis, E Cai, DC Juan, D Marculescu
IEEE 3, 13-19, 2018
122018
Learning-based Power and Runtime Modeling for Convolutional Neural Networks
E Cai, DC Juan, D Stamoulis, D Marculescu
Data Analysis Project, 2019
12019
Efficient data-driven model learning for dynamical systems
E Cai, P Ranjan, P Pan, M Wuebbens, D Marculescu
Proceedings of the Intelligent Systems for Molecular Biology Meeting, ISMB, 8-12, 2016
12016
Power/Performance Modeling and Optimization: Using and Characterizing Machine Learning Applications
E Cai
Carnegie Mellon University, 2018
2018
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Articles 1–11