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Neural Network Compression Via Sparse Optimization

Nov 11, 2020
Tianyi Chen, Bo Ji, Yixin Shi, Tianyu Ding, Biyi Fang, Sheng Yi, Xiao Tu

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Deep Learning in the Era of Edge Computing: Challenges and Opportunities

Oct 17, 2020
Mi Zhang, Faen Zhang, Nicholas D. Lane, Yuanchao Shu, Xiao Zeng, Biyi Fang, Shen Yan, Hui Xu

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HM-NAS: Efficient Neural Architecture Search via Hierarchical Masking

Sep 07, 2019
Shen Yan, Biyi Fang, Faen Zhang, Yu Zheng, Xiao Zeng, Hui Xu, Mi Zhang

* 9 pages, 6 figures, 6 tables. Nominated for ICCV 2019 Neural Architects Workshop Best Paper Award 

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Convergence Analyses of Online ADAM Algorithm in Convex Setting and Two-Layer ReLU Neural Network

May 22, 2019
Biyi Fang, Diego Klabjan

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NestDNN: Resource-Aware Multi-Tenant On-Device Deep Learning for Continuous Mobile Vision

Oct 23, 2018
Biyi Fang, Xiao Zeng, Mi Zhang

* Fang, Biyi, Xiao Zeng, and Mi Zhang. "NestDNN: Resource-Aware Multi-Tenant On-Device Deep Learning for Continuous Mobile Vision." Proceedings of the 24th Annual International Conference on Mobile Computing and Networking. ACM, 2018 
* 12 pages 

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DeepASL: Enabling Ubiquitous and Non-Intrusive Word and Sentence-Level Sign Language Translation

Oct 18, 2018
Biyi Fang, Jillian Co, Mi Zhang

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A Stochastic Large-scale Machine Learning Algorithm for Distributed Features and Observations

Mar 29, 2018
Biyi Fang, Diego Klabjan

* 11 figures, 41 pages 

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