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



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



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



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



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



Diana Marculescu , Dimitrios Stamoulis , Ermao Cai

* ICCAD'18 Invited Paper 

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Designing Adaptive Neural Networks for Energy-Constrained Image Classification



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



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



Ermao Cai , Da-Cheng Juan , Dimitrios Stamoulis , Diana Marculescu

* Accepted as a conference paper at ACML 2017 

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