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Third ArchEdge Workshop: Exploring the Design Space of Efficient Deep Neural Networks

Nov 22, 2020
Fuxun Yu, Dimitrios Stamoulis, Di Wang, Dimitrios Lymberopoulos, Xiang Chen

* Presented in Third ArchEdge Workshop, Co-located with SEC'2020 

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Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization

Jul 01, 2019
Dimitrios Stamoulis, Ruizhou Ding, Di Wang, Dimitrios Lymberopoulos, Bodhi Priyantha, Jie Liu, Diana Marculescu

* Detailed extension (journal) of the Single-Path NAS ECMLPKDD'19 paper (arXiv:1904.02877) 

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Single-Path NAS: Device-Aware Efficient ConvNet Design

May 10, 2019
Dimitrios Stamoulis, Ruizhou Ding, Di Wang, Dimitrios Lymberopoulos, Bodhi Priyantha, Jie Liu, Diana Marculescu

* ODML-CDNNR 2019 (ICML'19 workshop) oral presentation (extended abstract, required non-archival version). Full paper: arXiv:1904.02877 

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Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours

Apr 05, 2019
Dimitrios Stamoulis, Ruizhou Ding, Di Wang, Dimitrios Lymberopoulos, Bodhi Priyantha, Jie Liu, Diana Marculescu


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Hardware-Aware Machine Learning: Modeling and Optimization

Sep 14, 2018
Diana Marculescu, Dimitrios Stamoulis, Ermao Cai

* ICCAD'18 Invited Paper 

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Designing Adaptive Neural Networks for Energy-Constrained Image Classification

Aug 07, 2018
Dimitrios Stamoulis, Ting-Wu Chin, Anand Krishnan Prakash, Haocheng Fang, Sribhuvan Sajja, Mitchell Bognar, Diana Marculescu

* This conference paper will appear in the proceedings of ICCAD 2018 

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HyperPower: Power- and Memory-Constrained Hyper-Parameter Optimization for Neural Networks

Dec 06, 2017
Dimitrios Stamoulis, Ermao Cai, Da-Cheng Juan, Diana Marculescu

* This conference paper will appear in the proceedings of DATE 2018 

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NeuralPower: Predict and Deploy Energy-Efficient Convolutional Neural Networks

Oct 15, 2017
Ermao Cai, Da-Cheng Juan, Dimitrios Stamoulis, Diana Marculescu

* Accepted as a conference paper at ACML 2017 

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