Tianle Cai
Tianle Cai
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Adversarially robust generalization just requires more unlabeled data
R Zhai, T Cai, D He, C Dan, K He, J Hopcroft, L Wang
arXiv preprint arXiv:1906.00555, 2019
Do Transformers Really Perform Bad for Graph Representation?
C Ying, T Cai, S Luo, S Zheng, G Ke, D He, Y Shen, TY Liu
NeurIPS 2021, arXiv preprint arXiv:2106.05234, 2021
Convergence of adversarial training in overparametrized neural networks
R Gao, T Cai, H Li, CJ Hsieh, L Wang, JD Lee
NeurIPS 2019 Spotlight, arXiv preprint arXiv:1906.07916, 13029-13040, 2019
Graphnorm: A principled approach to accelerating graph neural network training
T Cai, S Luo, K Xu, D He, T Liu, L Wang
ICML 2021, arXiv preprint arXiv:2009.03294, 2020
Gram-Gauss-Newton Method: Learning Overparameterized Neural Networks for Regression Problems
T Cai, R Gao, J Hou, S Chen, D Wang, D He, Z Zhang, L Wang
NeurIPS 2019 Beyond First Order Methods in ML Workshop, arXiv preprint arXiv …, 2019
Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot
J Su, Y Chen, T Cai, T Wu, R Gao, L Wang, JD Lee
NeurIPS 2020, arXiv preprint arXiv:2009.11094, 2020
Locally differentially private (contextual) bandits learning
K Zheng, T Cai, W Huang, Z Li, L Wang
NeurIPS 2020, arXiv preprint arXiv:2006.00701, 2020
A Theory of Label Propagation for Subpopulation Shift
T Cai, R Gao, JD Lee, Q Lei
ICML 2021, arXiv preprint arXiv:2102.11203, 2021
Towards Certifying L-infinity Robustness using Neural Networks with L-inf-dist Neurons
B Zhang, T Cai, Z Lu, D He, L Wang
ICML 2021, arXiv preprint arXiv:2102.05363, 12368-12379, 2021
Defective Convolutional Networks
T Luo, T Cai, M Zhang, S Chen, D He, L Wang
arXiv preprint arXiv:1911.08432, 2019
Towards a Theoretical Framework of Out-of-Distribution Generalization
H Ye, C Xie, T Cai, R Li, Z Li, L Wang
NeurIPS 2021, arXiv preprint arXiv:2106.04496, 2021
Stable, Fast and Accurate: Kernelized Attention with Relative Positional Encoding
S Luo, S Li, T Cai, D He, D Peng, S Zheng, G Ke, L Wang, TY Liu
NeurIPS 2021, arXiv preprint arXiv:2106.12566, 2021
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