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Robust Retinal Vessel Segmentation from a Data Augmentation Perspective

Jul 31, 2020
Xu Sun, Xingxing Cao, Yehui Yang, Lei Wang, Yanwu Xu

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Exploring the Vulnerability of Deep Neural Networks: A Study of Parameter Corruption

Jun 10, 2020
Xu Sun, Zhiyuan Zhang, Xuancheng Ren, Ruixuan Luo, Liangyou Li

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Layer-Wise Cross-View Decoding for Sequence-to-Sequence Learning

Jun 03, 2020
Fenglin Liu, Xuancheng Ren, Guangxiang Zhao, Xu Sun, Liangyou Li

* Achieve state-of-the-art BLEU scores on WMT14 EN-DE, EN-FR, and IWSLT DE-EN datasets 

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Building BROOK: A Multi-modal and Facial Video Database for Human-Vehicle Interaction Research

May 19, 2020
Xiangjun Peng, Zhentao Huang, Xu Sun

* Conference: ACM CHI Conference on Human Factors in Computing Systems Workshops (CHI'20 Workshops)At: Honolulu, Hawaii, USA URL: 

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Parallel Data Augmentation for Formality Style Transfer

May 14, 2020
Yi Zhang, Tao Ge, Xu Sun

* Accepted by ACL 2020. arXiv admin note: text overlap with arXiv:1909.06002 

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AGE Challenge: Angle Closure Glaucoma Evaluation in Anterior Segment Optical Coherence Tomography

May 05, 2020
Huazhu Fu, Fei Li, Xu Sun, Xingxing Cao, Jingan Liao, Jose Ignacio Orlando, Xing Tao, Yuexiang Li, Shihao Zhang, Mingkui Tan, Chenglang Yuan, Cheng Bian, Ruitao Xie, Jiongcheng Li, Xiaomeng Li, Jing Wang, Le Geng, Panming Li, Huaying Hao, Jiang Liu, Yan Kong, Yongyong Ren, Hrvoje Bogunovic, Xiulan Zhang, Yanwu Xu

* AGE Challenge website at: 

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Query-Variant Advertisement Text Generation with Association Knowledge

Apr 14, 2020
Siyu Duan, Wei Li, Cai Jing, Yancheng He, Yunfang Wu, Xu Sun

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Jointly Modeling Aspect and Sentiment with Dynamic Heterogeneous Graph Neural Networks

Apr 14, 2020
Shu Liu, Wei Li, Yunfang Wu, Qi Su, Xu Sun

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Exploring and Distilling Cross-Modal Information for Image Captioning

Mar 15, 2020
Fenglin Liu, Xuancheng Ren, Yuanxin Liu, Kai Lei, Xu Sun

* Accepted by IJCAI 2019 

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Mining Commonsense Facts from the Physical World

Feb 11, 2020
Yanyan Zou, Wei Lu, Xu Sun

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Visual Agreement Regularized Training for Multi-Modal Machine Translation

Dec 27, 2019
Pengcheng Yang, Boxing Chen, Pei Zhang, Xu Sun

* Accepted by AAAI 2020 

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Explicit Sparse Transformer: Concentrated Attention Through Explicit Selection

Dec 25, 2019
Guangxiang Zhao, Junyang Lin, Zhiyuan Zhang, Xuancheng Ren, Qi Su, Xu Sun

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MUSE: Parallel Multi-Scale Attention for Sequence to Sequence Learning

Nov 17, 2019
Guangxiang Zhao, Xu Sun, Jingjing Xu, Zhiyuan Zhang, Liangchen Luo

* Achieve state-of-the-art BLEU scores on WMT14 En-De, En-Fr, and IWSLT De-En 

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Understanding and Improving Layer Normalization

Nov 16, 2019
Jingjing Xu, Xu Sun, Zhiyuan Zhang, Guangxiang Zhao, Junyang Lin

* Accepted by NeurIPS 2019 

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Improving Node Classification by Co-training Node Pair Classification: A Novel Training Framework for General Graph Neural Networks

Nov 10, 2019
Deli Chen, Xiaoqian Liu, Yankai Lin, Peng Li, Jie Zhou, Qi Su, Xu Sun

* 8 pages 

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An Adaptive and Momental Bound Method for Stochastic Learning

Oct 27, 2019
Jianbang Ding, Xuancheng Ren, Ruixuan Luo, Xu Sun

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Pun-GAN: Generative Adversarial Network for Pun Generation

Oct 24, 2019
Fuli Luo, Shunyao Li, Pengcheng Yang, Lei li, Baobao Chang, Zhifang Sui, Xu Sun

* EMNLP 2019 (short paper) 

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Aligning Cross-Lingual Entities with Multi-Aspect Information

Oct 15, 2019
Hsiu-Wei Yang, Yanyan Zou, Peng Shi, Wei Lu, Jimmy Lin, Xu Sun

* Accepted by EMNLP19 

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Group, Extract and Aggregate: Summarizing a Large Amount of Finance News for Forex Movement Prediction

Oct 11, 2019
Deli Chen, Shuming ma, Keiko Harimoto, Ruihan Bao, Qi Su, Xu Sun

* Accepted by 2th ECONLP workshop in EMNLP2019 

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Sequence-to-sequence Pre-training with Data Augmentation for Sentence Rewriting

Sep 20, 2019
Yi Zhang, Tao Ge, Furu Wei, Ming Zhou, Xu Sun

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Recursive Graphical Neural Networks for Text Classification

Sep 18, 2019
Wei Li, Shuheng Li, Shuming Ma, Yancheng He, Deli Chen, Xu Sun

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Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View

Sep 07, 2019
Deli Chen, Yankai Lin, Wei Li, Peng Li, Jie Zhou, Xu Sun

* 8 pages, 7 Figures and 5 Tables 

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Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation

Aug 08, 2019
Shuming Ma, Pengcheng Yang, Tianyu Liu, Peng Li, Jie Zhou, Xu Sun

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Imitation Learning for Non-Autoregressive Neural Machine Translation

Jul 18, 2019
Bingzhen Wei, Mingxuan Wang, Hao Zhou, Junyang Lin, Jun Xie, Xu Sun

* Accepted by ACL 2019. arXiv admin note: text overlap with arXiv:1902.10245, arXiv:1812.09664 by other authors 

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PKUSEG: A Toolkit for Multi-Domain Chinese Word Segmentation

Jun 28, 2019
Ruixuan Luo, Jingjing Xu, Yi Zhang, Xuancheng Ren, Xu Sun

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A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer

Jun 05, 2019
Chen Wu, Xuancheng Ren, Fuli Luo, Xu Sun

* Accepted to ACL 2019 

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