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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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