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Well-classified Examples are Underestimated in Classification with Deep Neural Networks


Oct 13, 2021
Guangxiang Zhao, Wenkai Yang, Xuancheng Ren, Lei Li, Xu Sun


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Topology-Imbalance Learning for Semi-Supervised Node Classification


Oct 08, 2021
Deli Chen, Yankai Lin, Guangxiang Zhao, Xuancheng Ren, Peng Li, Jie Zhou, Xu Sun

* Accepted By NeurIPS 2021 

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Dynamic Knowledge Distillation for Pre-trained Language Models


Sep 23, 2021
Lei Li, Yankai Lin, Shuhuai Ren, Peng Li, Jie Zhou, Xu Sun

* Main Conference EMNLP 2021, Camera Ready 

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Adversarial Parameter Defense by Multi-Step Risk Minimization


Sep 07, 2021
Zhiyuan Zhang, Ruixuan Luo, Xuancheng Ren, Qi Su, Liangyou Li, Xu Sun

* Neural Networks 144C (2021) pp. 154-163 
* Accepted to Neural Networks. arXiv admin note: text overlap with arXiv:2006.05620 

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How to Inject Backdoors with Better Consistency: Logit Anchoring on Clean Data


Sep 03, 2021
Zhiyuan Zhang, Lingjuan Lyu, Weiqiang Wang, Lichao Sun, Xu Sun


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Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification


Sep 01, 2021
Shuhuai Ren, Jinchao Zhang, Lei Li, Xu Sun, Jie Zhou

* Accepted by EMNLP 2021 main conference (Long Paper) 

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Long-term, Short-term and Sudden Event: Trading Volume Movement Prediction with Graph-based Multi-view Modeling


Aug 23, 2021
Liang Zhao, Wei Li, Ruihan Bao, Keiko Harimoto, YunfangWu, Xu Sun

* Accepted as a main track paper by IJCAI 21 

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ASAT: Adaptively Scaled Adversarial Training in Time Series


Aug 20, 2021
Zhiyuan Zhang, Wei Li, Ruihan Bao, Keiko Harimoto, Yunfang Wu, Xu Sun

* Accepted to be appeared in Workshop on Machine Learning in Finance (KDD-MLF) 2021 

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O2NA: An Object-Oriented Non-Autoregressive Approach for Controllable Video Captioning


Aug 05, 2021
Fenglin Liu, Xuancheng Ren, Xian Wu, Bang Yang, Shen Ge, Xu Sun

* Accepted by Findings of ACL 2021 

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Contrastive Attention for Automatic Chest X-ray Report Generation


Jun 13, 2021
Fenglin Liu, Changchang Yin, Xian Wu, Shen Ge, Ping Zhang, Xu Sun

* Appear in Findings of ACL 2021 (The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)) 

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Learning Relation Alignment for Calibrated Cross-modal Retrieval


Jun 01, 2021
Shuhuai Ren, Junyang Lin, Guangxiang Zhao, Rui Men, An Yang, Jingren Zhou, Xu Sun, Hongxia Yang

* Accepted by ACL-IJCNLP 2021 main conference (Long Paper) 

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Alleviating the Knowledge-Language Inconsistency: A Study for Deep Commonsense Knowledge


May 31, 2021
Yi Zhang, Lei Li, Yunfang Wu, Qi Su, Xu Sun


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Rethinking Skip Connection with Layer Normalization in Transformers and ResNets


May 15, 2021
Fenglin Liu, Xuancheng Ren, Zhiyuan Zhang, Xu Sun, Yuexian Zou

* Accepted by COLING2020 (The 28th International Conference on Computational Linguistics (COLING 2020)) 

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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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