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Linyi Li

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Can pruning improve certified robustness of neural networks?

Jun 17, 2022
Zhangheng Li, Tianlong Chen, Linyi Li, Bo Li, Zhangyang Wang

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Certifying Some Distributional Fairness with Subpopulation Decomposition

May 31, 2022
Mintong Kang, Linyi Li, Maurice Weber, Yang Liu, Ce Zhang, Bo Li

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COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks

Mar 16, 2022
Fan Wu, Linyi Li, Chejian Xu, Huan Zhang, Bhavya Kailkhura, Krishnaram Kenthapadi, Ding Zhao, Bo Li

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SapientML: Synthesizing Machine Learning Pipelines by Learning from Human-Written Solutions

Feb 18, 2022
Ripon K. Saha, Akira Ura, Sonal Mahajan, Chenguang Zhu, Linyi Li, Yang Hu, Hiroaki Yoshida, Sarfraz Khurshid, Mukul R. Prasad

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Certifying Out-of-Domain Generalization for Blackbox Functions

Feb 03, 2022
Maurice Weber, Linyi Li, Boxin Wang, Zhikuan Zhao, Bo Li, Ce Zhang

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TPC: Transformation-Specific Smoothing for Point Cloud Models

Feb 03, 2022
Wenda Chu, Linyi Li, Bo Li

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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

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CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing

Jun 17, 2021
Fan Wu, Linyi Li, Zijian Huang, Yevgeniy Vorobeychik, Ding Zhao, Bo Li

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Progressive-Scale Boundary Blackbox Attack via Projective Gradient Estimation

Jun 10, 2021
Jiawei Zhang, Linyi Li, Huichen Li, Xiaolu Zhang, Shuang Yang, Bo Li

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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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