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BERT-EMD: Many-to-Many Layer Mapping for BERT Compression with Earth Mover's Distance


Oct 13, 2020
Jianquan Li, Xiaokang Liu, Honghong Zhao, Ruifeng Xu, Min Yang, Yaohong Jin

* EMNLP 2020 

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An Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing


Aug 16, 2019
Jianquan Li, Xiaokang Liu, Wenpeng Yin, Min Yang, Liqun Ma


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Cluster Regularized Quantization for Deep Networks Compression


Feb 27, 2019
Yiming Hu, Jianquan Li, Xianlei Long, Shenhua Hu, Jiagang Zhu, Xingang Wang, Qingyi Gu

* 4 pages, 1 figure 

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Multi-loss-aware Channel Pruning of Deep Networks


Feb 27, 2019
Yiming Hu, Siyang Sun, Jianquan Li, Jiagang Zhu, Xingang Wang, Qingyi Gu

* 4 pages, 2 figures 

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A novel channel pruning method for deep neural network compression


May 29, 2018
Yiming Hu, Siyang Sun, Jianquan Li, Xingang Wang, Qingyi Gu


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