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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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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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RRCN: A Reinforced Random Convolutional Network based Reciprocal Recommendation Approach for Online Dating


Nov 25, 2020
Linhao Luo, Liqi Yang, Ju Xin, Yixiang Fang, Xiaofeng Zhang, Xiaofei Yang, Kai Chen, Zhiyuan Zhang, Kai Liu

* 10 pages, 5 figures 

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Global Context Aware Convolutions for 3D Point Cloud Understanding


Aug 07, 2020
Zhiyuan Zhang, Binh-Son Hua, Wei Chen, Yibin Tian, Sai-Kit Yeung


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Shop The Look: Building a Large Scale Visual Shopping System at Pinterest


Jun 18, 2020
Raymond Shiau, Hao-Yu Wu, Eric Kim, Yue Li Du, Anqi Guo, Zhiyuan Zhang, Eileen Li, Kunlong Gu, Charles Rosenberg, Andrew Zhai

* 10 pages, 7 figures, Accepted to KDD'20 

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Is the Skip Connection Provable to Reform the Neural Network Loss Landscape?


Jun 10, 2020
Lifu Wang, Bo Shen, Ning Zhao, Zhiyuan Zhang

* Accepted bt IJCAI2020. SOLE copyright holder is IJCAI (international Joint Conferences on Artificial Intelligence), all rights reserved. http://static.ijcai.org/2020-accepted_papers.html 

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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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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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Rotation Invariant Convolutions for 3D Point Clouds Deep Learning


Aug 17, 2019
Zhiyuan Zhang, Binh-Son Hua, David W. Rosen, Sai-Kit Yeung

* International Conference on 3D Vision (3DV) 2019 

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ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics


Aug 17, 2019
Zhiyuan Zhang, Binh-Son Hua, Sai-Kit Yeung

* International Conference on Computer Vision (ICCV) 2019 Oral 

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Memorized Sparse Backpropagation


Jun 01, 2019
Zhiyuan Zhang, Pengcheng Yang, Xuancheng Ren, Xu Sun


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Automatic Transferring between Ancient Chinese and Contemporary Chinese


Aug 14, 2018
Zhiyuan Zhang, Wei Li, Xu Sun


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Primal Meaning Recommendation for Chinese Words and Phrases via Descriptions in On-line Encyclopedia


Aug 14, 2018
Zhiyuan Zhang


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Building an Ellipsis-aware Chinese Dependency Treebank for Web Text


Jan 23, 2018
Xuancheng Ren, Xu Sun, Ji Wen, Bingzhen Wei, Weidong Zhan, Zhiyuan Zhang

* The treebank is available at https://github.com/lancopku/Chinese-Dependency-Treebank-with-Ellipsis 

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