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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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Towards a Theoretical Framework of Out-of-Distribution Generalization


Jun 13, 2021
Haotian Ye, Chuanlong Xie, Tianle Cai, Ruichen Li, Zhenguo Li, Liwei Wang


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A Theory of Label Propagation for Subpopulation Shift


Feb 22, 2021
Tianle Cai, Ruiqi Gao, Jason D. Lee, Qi Lei


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Towards Certifying $\ell_\infty$ Robustness using Neural Networks with $\ell_\infty$-dist Neurons


Feb 10, 2021
Bohang Zhang, Tianle Cai, Zhou Lu, Di He, Liwei Wang


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Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot


Sep 22, 2020
Jingtong Su, Yihang Chen, Tianle Cai, Tianhao Wu, Ruiqi Gao, Liwei Wang, Jason D. Lee

* Original submission to NeurIPS 2020. Under review 

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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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RANDOM MASK: Towards Robust Convolutional Neural Networks


Jul 27, 2020
Tiange Luo, Tianle Cai, Mengxiao Zhang, Siyu Chen, Liwei Wang

* arXiv admin note: substantial text overlap with arXiv:1911.08432 

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Locally Differentially Private (Contextual) Bandits Learning


Jun 01, 2020
Kai Zheng, Tianle Cai, Weiran Huang, Zhenguo Li, Liwei Wang

* 19 pages 

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Defective Convolutional Layers Learn Robust CNNs


Nov 19, 2019
Tiange Luo, Tianle Cai, Mengxiao Zhang, Siyu Chen, Di He, Liwei Wang


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Convergence of Adversarial Training in Overparametrized Networks


Jun 19, 2019
Ruiqi Gao, Tianle Cai, Haochuan Li, Liwei Wang, Cho-Jui Hsieh, Jason D. Lee

* 33 pages 

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Adversarially Robust Generalization Just Requires More Unlabeled Data


Jun 03, 2019
Runtian Zhai, Tianle Cai, Di He, Chen Dan, Kun He, John Hopcroft, Liwei Wang

* 16 pages. Submitted to NeurIPS 2019 

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A Gram-Gauss-Newton Method Learning Overparameterized Deep Neural Networks for Regression Problems


May 28, 2019
Tianle Cai, Ruiqi Gao, Jikai Hou, Siyu Chen, Dong Wang, Di He, Zhihua Zhang, Liwei Wang

* Submitted to NeurIPS 2019 

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