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Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP Models


Mar 29, 2021
Wenkai Yang, Lei Li, Zhiyuan Zhang, Xuancheng Ren, Xu Sun, Bin He

* NAACL-HLT 2021, Long Paper 

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Multi-View Feature Representation for Dialogue Generation with Bidirectional Distillation


Feb 22, 2021
Shaoxiong Feng, Xuancheng Ren, Kan Li, Xu Sun

* Accepted by AAAI 2021; Camera ready version 

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Accelerating Pre-trained Language Models via Calibrated Cascade


Dec 29, 2020
Lei Li, Yankai Lin, Shuhuai Ren, Deli Chen, Xuancheng Ren, Peng Li, Jie Zhou, Xu Sun

* Preprint 

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Learning Robust Representation for Clustering through Locality Preserving Variational Discriminative Network


Dec 25, 2020
Ruixuan Luo, Wei Li, Zhiyuan Zhang, Ruihan Bao, Keiko Harimoto, Xu Sun

* Accepted by AAAI RSEML 2021 workshop 

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Distance-wise Graph Contrastive Learning


Dec 14, 2020
Deli Chen, Yanyai Lin, Lei Li, Xuancheng Ren. Peng Li, Jie Zhou, Xu Sun


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EQG-RACE: Examination-Type Question Generation


Dec 11, 2020
Xin Jia, Wenjie Zhou, Xu Sun, Yunfang Wu

* Accepted by AAAI-2021 

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CAPT: Contrastive Pre-Training for Learning Denoised Sequence Representations


Oct 30, 2020
Fuli Luo, Pengcheng Yang, Shicheng Li, Xuancheng Ren, Xu Sun

* Corrected typos 

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A Backbone Replaceable Fine-tuning Network for Stable Face Alignment


Oct 19, 2020
Xu Sun, Yingjie Guo, Shihong Xia

* 7 pages, 5 figures 

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CAPT: Contrastive Pre-Training for LearningDenoised Sequence Representations


Oct 13, 2020
Fuli Luo, Pengcheng Yang, Shicheng Li, Xuancheng Ren, Xu Sun

* 9 pages 

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Regularizing Dialogue Generation by Imitating Implicit Scenarios


Oct 06, 2020
Shaoxiong Feng, Xuancheng Ren, Hongshen Chen, Bin Sun, Kan Li, Xu Sun

* Accepted by EMNLP 2020 (long paper) 

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Graph-based Multi-hop Reasoning for Long Text Generation


Sep 28, 2020
Liang Zhao, Jingjing Xu, Junyang Lin, Yichang Zhang, Hongxia Yang, Xu Sun


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Collaborative Group Learning


Sep 16, 2020
Shaoxiong Feng, Hongshen Chen, Xuancheng Ren, Zhuoye Ding, Kan Li, Xu Sun


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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:https://emergentdatatrails.com 

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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: https://age.grand-challenge.org 

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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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