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How You Act Tells a Lot: Privacy-Leakage Attack on Deep Reinforcement Learning Xinlei Pan, Weiyao Wang, Xiaoshuai Zhang, Bo Li, Jinfeng Yi, Dawn Song. International Conference on Autonomous Agents and Multiagent Systems (AAMAS). May, 2019
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Characterizing Audio Adversarial Examples Using Temporal Dependency Zhuolin Yang, Bo Li, Pin-Yu Chen, Dawn Song. International Conference on Learning Representations (ICLR). May, 2019.
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Chaowei Xiao, Ruizhi Deng, Bo Li, Fisher Yu, Mingyan Liu, Dawn Song. The European Conference on Computer Vision (ECCV), September, 2018.
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Exploring the Space of Black-box Attacks on Deep Neural Networks Arjun Nitin Bhagoji, Warren He, Bo Li, Dawn Song. The European Conference on Computer Vision (ECCV), September, 2018.
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Generating Adversarial Examples with Adversarial Networks Chaowei Xiao, Bo Li, Jun-Yan Zhu, Warren He, Mingyan Liu, Dawn Song. The International Joint Conference on Artificial Intelligence (IJCAI), July, 2018.
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Curriculum Adversarial Training Qizhi Cai, (Min Du), Chang Liu, Dawn Song. The International Joint Conference on Artificial Intelligence (IJCAI), July, 2018.
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Fooling Vision and Language Models Despite Localization and Attention Mechanism Xiaojun Xu, Xinyun Chen, Chang Liu, Anna Rohrbach, Trevor Darell, Dawn Song. The Conference on Computer Vision and Pattern Recognition (CVPR). June, 2018.
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Robust Physical-World Attacks on Deep Learning Visual Classification Ivan Evtimov, Kevin Eykholt, Earlence Fernandes, Tadayoshi Kohno, Bo Li, Atul Prakash, Amir Rahmati, Chaowei Xiao, Dawn Song. The Conference on Computer Vision and Pattern Recognition (CVPR). June, 2018.
Press: IEEE Spectrum | Yahoo News | Wired | Engagdet | Telegraph | Car and Driver | CNET | Digital Trends | SCMagazine | Schneier on Security | Ars Technica | Fortune | Science Magazine |
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Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality Xingjun Ma, Bo Li, Yisen Wang, Sarah M. Erfani, Sudanthi Wijewickrema, Michael E. Houle, Grant Schoenebeck, Dawn Song, James Bailey. International Conference on Learning Representations (ICLR). May, 2018.
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Spatially Transformed Adversarial Examples Chaowei Xiao*, Jun-Yan Zhu*, Bo Li, Mingyan Liu, Dawn Song. International Conference on Learning Representations (ICLR). May, 2018.
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Decision Boundary Analysis of Adversarial Examples Warren He, Bo Li, Dawn Song. International Conference on Learning Representations (ICLR). May, 2018.
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The Secret Sharer: Measuring Unintended Neural Network Memorization & Extracting Secrets Nicholas Carlini, Chang Liu, Jernej Kos, Úlfar Erlingsson, Dawn Song. February, 2018.
Press: The Register | Schneier on Security |
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Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning Xinyun Chen, Chang Liu, Bo Li, Kimberly Lu, Dawn Song. December, 2017.
Press: Motherboard | The Register |
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Exploring the Space of Black-box Attacks on Deep Neural Networks Arjun Nitin Bhagoji, Warren He, Bo Li, Dawn Song. December, 2017.
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Adversarial Example Defenses: Ensembles of Weak Defenses are not Strong Warren He, James Wei, Xinyun Chen, Nicholas Carlini, Dawn Song. USENIX Workshop on Offensive Technologies (WOOT). August, 2017.
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Delving into Transferable Adversarial Examples and Black-box Attacks Yanpei Liu, Xinyun Chen, Chang Liu, and Dawn Song. International Conference on Learning Representations (ICLR). April, 2017.
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Delving into adversarial attacks on deep policies Jernej Kos and Dawn Song. ICLR Workshop. April, 2017.
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Adversarial examples for generative models Jernej Kos, Ian Fischer, Dawn Song. February, 2017.
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Faculty
Postdocs:
Ph.D. Students:
Warren He
Others:
Jernej Kos (NUS)