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Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap

Aug 05, 2020
Lingxi Xie, Xin Chen, Kaifeng Bi, Longhui Wei, Yuhui Xu, Zhengsu Chen, Lanfei Wang, An Xiao, Jianlong Chang, Xiaopeng Zhang, Qi Tian

* 24 pages, 3 figures, 2 tables, meta data updated 

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TRP: Trained Rank Pruning for Efficient Deep Neural Networks

Apr 30, 2020
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* Accepted by IJCAI2020, An extension version of arXiv:1812.02402 

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Fitting the Search Space of Weight-sharing NAS with Graph Convolutional Networks

Apr 17, 2020
Xin Chen, Lingxi Xie, Jun Wu, Longhui Wei, Yuhui Xu, Qi Tian

* 17 pages, 2 figures and 3 tables 

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Latency-Aware Differentiable Neural Architecture Search

Jan 17, 2020
Yuhui Xu, Lingxi Xie, Xiaopeng Zhang, Xin Chen, Bowen Shi, Qi Tian, Hongkai Xiong

* 11 pages, 7 figures 

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Trained Rank Pruning for Efficient Deep Neural Networks

Oct 11, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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Traned Rank Pruning for Efficient Deep Neural Networks

Oct 09, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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PC-DARTS: Partial Channel Connections for Memory-Efficient Differentiable Architecture Search

Jul 12, 2019
Yuhui Xu, Lingxi Xie, Xiaopeng Zhang, Xin Chen, Guo-Jun Qi, Qi Tian, Hongkai Xiong

* 10 pages,Code is available: https://github.com/yuhuixu1993/PC-DARTS 

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DNQ: Dynamic Network Quantization

Dec 06, 2018
Yuhui Xu, Shuai Zhang, Yingyong Qi, Jiaxian Guo, Weiyao Lin, Hongkai Xiong


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Deep Neural Network Compression with Single and Multiple Level Quantization

Mar 06, 2018
Yuhui Xu, Yongzhuang Wang, Aojun Zhou, Weiyao Lin, Hongkai Xiong

* 8 pages,6 figures. AAAI18 

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