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

Oct 15, 2021
Guangxiang Zhao, Wenkai Yang, Xuancheng Ren, Lei Li, Xu Sun

* 16 pages, 11 figures, 13 tables 

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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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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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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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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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Review-Driven Multi-Label Music Style Classification by Exploiting Style Correlations

Aug 23, 2018
Guangxiang Zhao, Jingjing Xu, Qi Zeng, Xuancheng Ren

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