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Meta-Learning for Neural Relation Classification with Distant Supervision

Oct 26, 2020
Zhenzhen Li, Jian-Yun Nie, Benyou Wang, Pan Du, Yuhan Zhang, Lixin Zou, Dongsheng Li

* In Proceedings of CIKM, pp. 815-824. 2020 
* 10 pages, 7 figures; corrected one encoding error in CIKM pdf 

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Learning Invariant Representations and Risks for Semi-supervised Domain Adaptation

Oct 12, 2020
Bo Li, Yezhen Wang, Shanghang Zhang, Dongsheng Li, Trevor Darrell, Kurt Keutzer, Han Zhao

* Preprint 

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Dynamic Knowledge Distillation for Black-box Hypothesis Transfer Learning

Aug 07, 2020
Yiqin Yu, Xu Min, Shiwan Zhao, Jing Mei, Fei Wang, Dongsheng Li, Kenney Ng, Shaochun Li

* 7 pages, 2 figures 

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ADMMiRNN: Training RNN with Stable Convergence via An Efficient ADMM Approach

Jun 17, 2020
Yu Tang, Zhigang Kan, Dequan Sun, Linbo Qiao, Jingjing Xiao, Zhiquan Lai, Dongsheng Li

* 17 pages, 11 figures 

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Adaptive Temporal Difference Learning with Linear Function Approximation

Feb 20, 2020
Tao Sun, Han Shen, Tianyi Chen, Dongsheng Li


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Towards Precise End-to-end Weakly Supervised Object Detection Network

Nov 27, 2019
Ke Yang, Dongsheng Li, Yong Dou

* accepted by ICCV 2019 

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XPipe: Efficient Pipeline Model Parallelism for Multi-GPU DNN Training

Nov 20, 2019
Lei Guan, Wotao Yin, Dongsheng Li, Xicheng Lu

* 9 pages 

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General Proximal Incremental Aggregated Gradient Algorithms: Better and Novel Results under General Scheme

Oct 11, 2019
Tao Sun, Yuejiao Sun, Dongsheng Li, Qing Liao

* NeurIPS 2019 

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Decentralized Markov Chain Gradient Descent

Sep 23, 2019
Tao Sun, Tianyi Chen, Yuejiao Sun, Qing Liao, Dongsheng Li


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A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning

Aug 30, 2019
Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li

* To appear at EMNLP-IJCNLP 2019 

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Heavy-ball Algorithms Always Escape Saddle Points

Jul 23, 2019
Tao Sun, Dongsheng Li, Zhe Quan, Hao Jiang, Shengguo Li, Yong Dou

* IJCAI 2019 

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Retrieve, Read, Rerank: Towards End-to-End Multi-Document Reading Comprehension

Jun 11, 2019
Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li

* To appear at ACL 2019 

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Open-Domain Targeted Sentiment Analysis via Span-Based Extraction and Classification

Jun 10, 2019
Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li, Yiwei Lv

* To appear at ACL 2019 

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IF-TTN: Information Fused Temporal Transformation Network for Video Action Recognition

Apr 11, 2019
Ke Yang, Peng Qiao, Dongsheng Li, Yong Dou


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Correlation Congruence for Knowledge Distillation

Apr 03, 2019
Baoyun Peng, Xiao Jin, Jiaheng Liu, Shunfeng Zhou, Yichao Wu, Yu Liu, Dongsheng Li, Zhaoning Zhang


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Exploring Frame Segmentation Networks for Temporal Action Localization

Feb 14, 2019
Ke Yang, Xiaolong Shen, Peng Qiao, Shijie Li, Dongsheng Li, Yong Dou

* Accepted by Journal of Visual Communication and Image Representation 

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Iteratively reweighted penalty alternating minimization methods with continuation for image deblurring

Feb 09, 2019
Tao Sun, Dongsheng Li, Hao Jiang, Zhe Quan


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Non-ergodic Convergence Analysis of Heavy-Ball Algorithms

Nov 09, 2018
Tao Sun, Penghang Yin, Dongsheng Li, Chun Huang, Lei Guan, Hao Jiang


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Collaborative Filtering with Stability

Nov 06, 2018
Dongsheng Li, Chao Chen, Qin Lv, Junchi Yan, Li Shang, Stephen M. Chu


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Attention-Guided Answer Distillation for Machine Reading Comprehension

Sep 17, 2018
Minghao Hu, Yuxing Peng, Furu Wei, Zhen Huang, Dongsheng Li, Nan Yang, Ming Zhou

* To appear at EMNLP 2018 

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An Efficient ADMM-Based Algorithm to Nonconvex Penalized Support Vector Machines

Sep 11, 2018
Lei Guan, Linbo Qiao, Dongsheng Li, Tao Sun, Keshi Ge, Xicheng Lu


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Loss Rank Mining: A General Hard Example Mining Method for Real-time Detectors

Apr 10, 2018
Hao Yu, Zhaoning Zhang, Zheng Qin, Hao Wu, Dongsheng Li, Jun Zhao, Xicheng Lu

* 8 pages, 6 figures 

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Diagonalwise Refactorization: An Efficient Training Method for Depthwise Convolutions

Mar 27, 2018
Zheng Qin, Zhaoning Zhang, Dongsheng Li, Yiming Zhang, Yuxing Peng

* 8 pages, 5 figures 

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Exploring Temporal Preservation Networks for Precise Temporal Action Localization

Sep 11, 2017
Ke Yang, Peng Qiao, Dongsheng Li, Shaohe Lv, Yong Dou


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S-OHEM: Stratified Online Hard Example Mining for Object Detection

Aug 15, 2017
Minne Li, Zhaoning Zhang, Hao Yu, Xinyuan Chen, Dongsheng Li

* 9 pages, 3 figures, accepted by CCCV 2017 

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