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One-shot Weakly-Supervised Segmentation in Medical Images


Nov 21, 2021
Wenhui Lei, Qi Su, Ran Gu, Na Wang, Xinglong Liu, Guotai Wang, Xiaofan Zhang, Shaoting Zhang


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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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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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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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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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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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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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A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification


Sep 10, 2018
Pengcheng Yang, Shuming Ma, Yi Zhang, Junyang Lin, Qi Su, Xu Sun


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Learning When to Concentrate or Divert Attention: Self-Adaptive Attention Temperature for Neural Machine Translation


Aug 26, 2018
Junyang Lin, Xu Sun, Xuancheng Ren, Muyu Li, Qi Su

* To appear in EMNLP 2018 

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Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification


Aug 26, 2018
Junyang Lin, Qi Su, Pengcheng Yang, Shuming Ma, Xu Sun

* To appear in EMNLP 2018 

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Deconvolution-Based Global Decoding for Neural Machine Translation


Jun 10, 2018
Junyang Lin, Xu Sun, Xuancheng Ren, Shuming Ma, Jinsong Su, Qi Su

* Accepted by COLING 2018 

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Global Encoding for Abstractive Summarization


Jun 10, 2018
Junyang Lin, Xu Sun, Shuming Ma, Qi Su

* Accepted by ACL 2018 

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Regularizing Output Distribution of Abstractive Chinese Social Media Text Summarization for Improved Semantic Consistency


May 10, 2018
Bingzhen Wei, Xuancheng Ren, Xu Sun, Yi Zhang, Xiaoyan Cai, Qi Su


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Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text


Mar 15, 2018
Ji Wen, Xu Sun, Xuancheng Ren, Qi Su

* Accepted at NAACL HLT 2018. arXiv admin note: substantial text overlap with arXiv:1711.02509 

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Decoding-History-Based Adaptive Control of Attention for Neural Machine Translation


Feb 06, 2018
Junyang Lin, Shuming Ma, Qi Su, Xu Sun


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A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text


Nov 23, 2017
Jingjing Xu, Ji Wen, Xu Sun, Qi Su


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Improving Semantic Relevance for Sequence-to-Sequence Learning of Chinese Social Media Text Summarization


Jun 08, 2017
Shuming Ma, Xu Sun, Jingjing Xu, Houfeng Wang, Wenjie Li, Qi Su

* Accepted by ACL 

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