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Stable, Fast and Accurate: Kernelized Attention with Relative Positional Encoding


Jun 23, 2021
Shengjie Luo, Shanda Li, Tianle Cai, Di He, Dinglan Peng, Shuxin Zheng, Guolin Ke, Liwei Wang, Tie-Yan Liu

* Preprint. Work in Progress 

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First Place Solution of KDD Cup 2021 & OGB Large-Scale Challenge Graph Prediction Track


Jun 20, 2021
Chengxuan Ying, Mingqi Yang, Shuxin Zheng, Guolin Ke, Shengjie Luo, Tianle Cai, Chenglin Wu, Yuxin Wang, Yanming Shen, Di He


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Do Transformers Really Perform Bad for Graph Representation?


Jun 17, 2021
Chengxuan Ying, Tianle Cai, Shengjie Luo, Shuxin Zheng, Guolin Ke, Di He, Yanming Shen, Tie-Yan Liu


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How could Neural Networks understand Programs?


May 31, 2021
Dinglan Peng, Shuxin Zheng, Yatao Li, Guolin Ke, Di He, Tie-Yan Liu

* ICML 2021 

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Revisiting Language Encoding in Learning Multilingual Representations


Feb 16, 2021
Shengjie Luo, Kaiyuan Gao, Shuxin Zheng, Guolin Ke, Di He, Liwei Wang, Tie-Yan Liu


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Modeling Lost Information in Lossy Image Compression


Jul 08, 2020
Yaolong Wang, Mingqing Xiao, Chang Liu, Shuxin Zheng, Tie-Yan Liu


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MC-BERT: Efficient Language Pre-Training via a Meta Controller


Jun 16, 2020
Zhenhui Xu, Linyuan Gong, Guolin Ke, Di He, Shuxin Zheng, Liwei Wang, Jiang Bian, Tie-Yan Liu


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Invertible Image Rescaling


May 12, 2020
Mingqing Xiao, Shuxin Zheng, Chang Liu, Yaolong Wang, Di He, Guolin Ke, Jiang Bian, Zhouchen Lin, Tie-Yan Liu


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Cross-Iteration Batch Normalization


Feb 14, 2020
Zhuliang Yao, Yue Cao, Shuxin Zheng, Gao Huang, Stephen Lin


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On Layer Normalization in the Transformer Architecture


Feb 12, 2020
Ruibin Xiong, Yunchang Yang, Di He, Kai Zheng, Shuxin Zheng, Chen Xing, Huishuai Zhang, Yanyan Lan, Liwei Wang, Tie-Yan Liu


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$\mathcal{G}$-SGD: Optimizing ReLU Neural Networks in its Positively Scale-Invariant Space


Oct 09, 2018
Qi Meng, Wei Chen, Shuxin Zheng, Huishuai Zhang, Qiwei Ye, Zhi-Ming Ma, Tie-Yan Liu


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Capacity Control of ReLU Neural Networks by Basis-path Norm


Sep 19, 2018
Shuxin Zheng, Qi Meng, Huishuai Zhang, Wei Chen, Nenghai Yu, Tie-Yan Liu


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Asynchronous Stochastic Gradient Descent with Delay Compensation


Jun 14, 2017
Shuxin Zheng, Qi Meng, Taifeng Wang, Wei Chen, Nenghai Yu, Zhi-Ming Ma, Tie-Yan Liu

* International Conference on Machine Learning. 2017: 4120-4129 
* 20 pages, 5 figures 

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