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Practical Machine Learning Safety: A Survey and Primer


Jun 09, 2021
Sina Mohseni, Haotao Wang, Zhiding Yu, Chaowei Xiao, Zhangyang Wang, Jay Yadawa


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Robust Deep Reinforcement Learning against Adversarial Perturbations on Observations


Mar 19, 2020
Huan Zhang, Hongge Chen, Chaowei Xiao, Bo Li, Duane Boning, Cho-Jui Hsieh

* Huan Zhang and Hongge Chen contributed equally 

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Adversarial Sensor Attack on LiDAR-based Perception in Autonomous Driving


Aug 20, 2019
Yulong Cao, Chaowei Xiao, Benjamin Cyr, Yimeng Zhou, Won Park, Sara Rampazzi, Qi Alfred Chen, Kevin Fu, Z. Morley Mao

* Accepted at the ACM Conference on Computer and Communications Security (CCS), 2019 

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Characterizing Attacks on Deep Reinforcement Learning


Jul 24, 2019
Chaowei Xiao, Xinlei Pan, Warren He, Jian Peng, Mingjie Sun, Jinfeng Yi, Mingyan Liu, Bo Li, Dawn Song


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Adversarial Objects Against LiDAR-Based Autonomous Driving Systems


Jul 11, 2019
Yulong Cao, Chaowei Xiao, Dawei Yang, Jing Fang, Ruigang Yang, Mingyan Liu, Bo Li


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SemanticAdv: Generating Adversarial Examples via Attribute-conditional Image Editing


Jun 19, 2019
Haonan Qiu, Chaowei Xiao, Lei Yang, Xinchen Yan, Honglak Lee, Bo Li


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Towards Stable and Efficient Training of Verifiably Robust Neural Networks


Jun 14, 2019
Huan Zhang, Hongge Chen, Chaowei Xiao, Bo Li, Duane Boning, Cho-Jui Hsieh


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Protecting Sensitive Attributes via Generative Adversarial Networks


Dec 26, 2018
Aria Rezaei, Chaowei Xiao, Jie Gao, Bo Li

* 10 pages 

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Data Poisoning Attack against Unsupervised Node Embedding Methods


Nov 01, 2018
Mingjie Sun, Jian Tang, Huichen Li, Bo Li, Chaowei Xiao, Yao Chen, Dawn Song


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Realistic Adversarial Examples in 3D Meshes


Oct 11, 2018
Dawei Yang, Chaowei Xiao, Bo Li, Jia Deng, Mingyan Liu


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Characterizing Adversarial Examples Based on Spatial Consistency Information for Semantic Segmentation


Oct 11, 2018
Chaowei Xiao, Ruizhi Deng, Bo Li, Fisher Yu, Mingyan Liu, Dawn Song

* Accepted to ECCV 2018 

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A Framework for Validating Models of Evasion Attacks on Machine Learning, with Application to PDF Malware Detection


Jun 13, 2018
Liang Tong, Bo Li, Chen Hajaj, Chaowei Xiao, Yevgeniy Vorobeychik

* 1. v3.0 

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Robust Physical-World Attacks on Deep Learning Models


Apr 10, 2018
Kevin Eykholt, Ivan Evtimov, Earlence Fernandes, Bo Li, Amir Rahmati, Chaowei Xiao, Atul Prakash, Tadayoshi Kohno, Dawn Song

* Accepted to CVPR 2018 

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Generating Adversarial Examples with Adversarial Networks


Jan 15, 2018
Chaowei Xiao, Bo Li, Jun-Yan Zhu, Warren He, Mingyan Liu, Dawn Song


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Spatially Transformed Adversarial Examples


Jan 09, 2018
Chaowei Xiao, Jun-Yan Zhu, Bo Li, Warren He, Mingyan Liu, Dawn Song


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