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High Dimensional Binary Classification under Label Shift: Phase Transition and Regularization


Dec 01, 2022
Jiahui Cheng, Minshuo Chen, Hao Liu, Tuo Zhao, Wenjing Liao

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Less is More: Task-aware Layer-wise Distillation for Language Model Compression


Oct 05, 2022
Chen Liang, Simiao Zuo, Qingru Zhang, Pengcheng He, Weizhu Chen, Tuo Zhao

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Context-Aware Query Rewriting for Improving Users' Search Experience on E-commerce Websites


Sep 24, 2022
Simiao Zuo, Qingyu Yin, Haoming Jiang, Shaohui Xi, Bing Yin, Chao Zhang, Tuo Zhao

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First-order Policy Optimization for Robust Markov Decision Process


Sep 21, 2022
Yan Li, Tuo Zhao, Guanghui Lan

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DiP-GNN: Discriminative Pre-Training of Graph Neural Networks


Sep 15, 2022
Simiao Zuo, Haoming Jiang, Qingyu Yin, Xianfeng Tang, Bing Yin, Tuo Zhao

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Differentially Private Estimation of Hawkes Process


Sep 15, 2022
Simiao Zuo, Tianyi Liu, Tuo Zhao, Hongyuan Zha

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PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight Importance


Jun 25, 2022
Qingru Zhang, Simiao Zuo, Chen Liang, Alexander Bukharin, Pengcheng He, Weizhu Chen, Tuo Zhao

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* Proceedings of the 39th International Conference on Machine Learning (ICML 2022) 

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Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness Constraint


Jun 09, 2022
Hao Liu, Minshuo Chen, Siawpeng Er, Wenjing Liao, Tong Zhang, Tuo Zhao

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Sample Complexity of Nonparametric Off-Policy Evaluation on Low-Dimensional Manifolds using Deep Networks


Jun 06, 2022
Xiang Ji, Minshuo Chen, Mengdi Wang, Tuo Zhao

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