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On the Certified Robustness for Ensemble Models and Beyond

Jul 22, 2021
Zhuolin Yang, Linyi Li, Xiaojun Xu, Bhavya Kailkhura, Tao Xie, Bo Li

* 57 pages, 11 pages for main text 

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TRS: Transferability Reduced Ensemble via Encouraging Gradient Diversity and Model Smoothness

Apr 01, 2021
Zhuolin Yang, Linyi Li, Xiaojun Xu, Shiliang Zuo, Qian Chen, Benjamin Rubinstein, Ce Zhang, Bo Li

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Understanding Robustness in Teacher-Student Setting: A New Perspective

Mar 01, 2021
Zhuolin Yang, Zhaoxi Chen, Tiffany Cai, Xinyun Chen, Bo Li, Yuandong Tian

* Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS) 2021, San Diego, California, USA. PMLR: Volume 130 

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End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines

Mar 06, 2020
Zhuolin Yang, Zhikuan Zhao, Hengzhi Pei, Boxin Wang, Bojan Karlas, Ji Liu, Heng Guo, Bo Li, Ce Zhang

* 43 pages, 9 figures 

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Scalable Differentially Private Generative Student Model via PATE

Jun 21, 2019
Yunhui Long, Suxin Lin, Zhuolin Yang, Carl A. Gunter, Bo Li

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Characterizing Audio Adversarial Examples Using Temporal Dependency

Sep 28, 2018
Zhuolin Yang, Bo Li, Pin-Yu Chen, Dawn Song

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