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Linyi Li

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Nonlinear Projection Based Gradient Estimation for Query Efficient Blackbox Attacks

Feb 25, 2021
Huichen Li, Linyi Li, Xiaojun Xu, Xiaolu Zhang, Shuang Yang, Bo Li

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On the Limitations of Denoising Strategies as Adversarial Defenses

Dec 17, 2020
Zhonghan Niu, Zhaoxi Chen, Linyi Li, Yubin Yang, Bo Li, Jinfeng Yi

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SoK: Certified Robustness for Deep Neural Networks

Sep 10, 2020
Linyi Li, Xiangyu Qi, Tao Xie, Bo Li

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Provable Robust Learning Based on Transformation-Specific Smoothing

Mar 20, 2020
Linyi Li, Maurice Weber, Xiaojun Xu, Luka Rimanic, Tao Xie, Ce Zhang, Bo Li

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Influence-Directed Explanations for Deep Convolutional Networks

Feb 11, 2018
Klas Leino, Linyi Li, Shayak Sen, Anupam Datta, Matt Fredrikson

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Case Study: Explaining Diabetic Retinopathy Detection Deep CNNs via Integrated Gradients

Oct 18, 2017
Linyi Li, Matt Fredrikson, Shayak Sen, Anupam Datta

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