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Dive into Deep Learning


Jun 21, 2021
Aston Zhang, Zachary C. Lipton, Mu Li, Alexander J. Smola

* (HTML) https://D2L.ai (GitHub) https://github.com/d2l-ai/d2l-en/ 

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SelfNorm and CrossNorm for Out-of-Distribution Robustness


Feb 04, 2021
Zhiqiang Tang, Yunhe Gao, Yi Zhu, Zhi Zhang, Mu Li, Dimitris Metaxas

* Technical report 

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A Comprehensive Study of Deep Video Action Recognition


Dec 11, 2020
Yi Zhu, Xinyu Li, Chunhui Liu, Mohammadreza Zolfaghari, Yuanjun Xiong, Chongruo Wu, Zhi Zhang, Joseph Tighe, R. Manmatha, Mu Li

* Technical report. Code and model zoo can be found at https://cv.gluon.ai/model_zoo/action_recognition.html 

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FeatGraph: A Flexible and Efficient Backend for Graph Neural Network Systems


Sep 29, 2020
Yuwei Hu, Zihao Ye, Minjie Wang, Jiali Yu, Da Zheng, Mu Li, Zheng Zhang, Zhiru Zhang, Yida Wang

* SC'20; changed all figures to type 1 

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CSER: Communication-efficient SGD with Error Reset


Jul 29, 2020
Cong Xie, Shuai Zheng, Oluwasanmi Koyejo, Indranil Gupta, Mu Li, Haibin Lin


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Accelerated Large Batch Optimization of BERT Pretraining in 54 minutes


Jun 24, 2020
Shuai Zheng, Haibin Lin, Sheng Zha, Mu Li

* Technical Report 

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Nimble: Efficiently Compiling Dynamic Neural Networks for Model Inference


Jun 04, 2020
Haichen Shen, Jared Roesch, Zhi Chen, Wei Chen, Yong Wu, Mu Li, Vin Sharma, Zachary Tatlock, Yida Wang


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Learning Context-Based Non-local Entropy Modeling for Image Compression


May 10, 2020
Mu Li, Kai Zhang, Wangmeng Zuo, Radu Timofte, David Zhang


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Improving Semantic Segmentation via Self-Training


May 06, 2020
Yi Zhu, Zhongyue Zhang, Chongruo Wu, Zhi Zhang, Tong He, Hang Zhang, R. Manmatha, Mu Li, Alexander Smola


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ResNeSt: Split-Attention Networks


Apr 19, 2020
Hang Zhang, Chongruo Wu, Zhongyue Zhang, Yi Zhu, Zhi Zhang, Haibin Lin, Yue Sun, Tong He, Jonas Mueller, R. Manmatha, Mu Li, Alexander Smola


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AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data


Mar 13, 2020
Nick Erickson, Jonas Mueller, Alexander Shirkov, Hang Zhang, Pedro Larroy, Mu Li, Alexander Smola


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GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing


Jul 09, 2019
Jian Guo, He He, Tong He, Leonard Lausen, Mu Li, Haibin Lin, Xingjian Shi, Chenguang Wang, Junyuan Xie, Sheng Zha, Aston Zhang, Hang Zhang, Zhi Zhang, Zhongyue Zhang, Shuai Zheng


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Efficient and Effective Context-Based Convolutional Entropy Modeling for Image Compression


Jun 24, 2019
Mu Li, Kede Ma, Jane You, David Zhang, Wangmeng Zuo


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Dynamic Mini-batch SGD for Elastic Distributed Training: Learning in the Limbo of Resources


May 02, 2019
Haibin Lin, Hang Zhang, Yifei Ma, Tong He, Zhi Zhang, Sheng Zha, Mu Li


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Language Models with Transformers


Apr 20, 2019
Chenguang Wang, Mu Li, Alexander J. Smola

* 12 pages, 7 tables, 4 figures 

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Bag of Freebies for Training Object Detection Neural Networks


Apr 12, 2019
Zhi Zhang, Tong He, Hang Zhang, Zhongyue Zhang, Junyuan Xie, Mu Li


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Learning Content-Weighted Deep Image Compression


Apr 01, 2019
Mu Li, Wangmeng Zuo, Shuhang Gu, Jane You, David Zhang


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Bag of Tricks for Image Classification with Convolutional Neural Networks


Dec 05, 2018
Tong He, Zhi Zhang, Hang Zhang, Zhongyue Zhang, Junyuan Xie, Mu Li

* 10 pages, 9 tables, 4 figures 

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Approximate Distribution Matching for Sequence-to-Sequence Learning


Sep 02, 2018
Wenhu Chen, Guanlin Li, Shujie Liu, Zhirui Zhang, Mu Li, Ming Zhou

* 9 pages, 8 figures 

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Style Transfer as Unsupervised Machine Translation


Aug 23, 2018
Zhirui Zhang, Shuo Ren, Shujie Liu, Jianyong Wang, Peng Chen, Mu Li, Ming Zhou, Enhong Chen


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Regularizing Neural Machine Translation by Target-bidirectional Agreement


Aug 13, 2018
Zhirui Zhang, Shuangzhi Wu, Shujie Liu, Mu Li, Ming Zhou, Enhong Chen


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Triangular Architecture for Rare Language Translation


Jul 11, 2018
Shuo Ren, Wenhu Chen, Shujie Liu, Mu Li, Ming Zhou, Shuai Ma

* Accepted to ACL 2018, 10 pages, 5 figures, 5 tables (with 5-5-5-5 high score) 

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Enlarging Context with Low Cost: Efficient Arithmetic Coding with Trimmed Convolution


Jul 03, 2018
Mu Li, Shuhang Gu, David Zhang, Wangmeng Zuo


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Achieving Human Parity on Automatic Chinese to English News Translation


Jun 29, 2018
Hany Hassan, Anthony Aue, Chang Chen, Vishal Chowdhary, Jonathan Clark, Christian Federmann, Xuedong Huang, Marcin Junczys-Dowmunt, William Lewis, Mu Li, Shujie Liu, Tie-Yan Liu, Renqian Luo, Arul Menezes, Tao Qin, Frank Seide, Xu Tan, Fei Tian, Lijun Wu, Shuangzhi Wu, Yingce Xia, Dongdong Zhang, Zhirui Zhang, Ming Zhou


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Shift-Net: Image Inpainting via Deep Feature Rearrangement


Apr 13, 2018
Zhaoyi Yan, Xiaoming Li, Mu Li, Wangmeng Zuo, Shiguang Shan

* 25 pages, 17 figures, 1 table, main paper + supplementary material 

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Generative Bridging Network in Neural Sequence Prediction


Mar 17, 2018
Wenhu Chen, Guanlin Li, Shuo Ren, Shujie Liu, Zhirui Zhang, Mu Li, Ming Zhou

* Accepted to NAACL 2018 

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