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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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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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GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training

Sep 07, 2020
Tianle Cai, Shengjie Luo, Keyulu Xu, Di He, Tie-yan Liu, Liwei Wang

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