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Robust Reinforcement Learning on State Observations with Learned Optimal Adversary

Jan 21, 2021
Huan Zhang, Hongge Chen, Duane Boning, Cho-Jui Hsieh

* Accepted by ICLR 2021. Huan Zhang and Hongge Chen contributed equally 

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On $\ell_p$-norm Robustness of Ensemble Stumps and Trees

Sep 29, 2020
Yihan Wang, Huan Zhang, Hongge Chen, Duane Boning, Cho-Jui Hsieh

* ICML 2020 

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Multi-Stage Influence Function

Jul 17, 2020
Hongge Chen, Si Si, Yang Li, Ciprian Chelba, Sanjiv Kumar, Duane Boning, Cho-Jui Hsieh


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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 T-shirt! Evading Person Detectors in A Physical World

Nov 27, 2019
Kaidi Xu, Gaoyuan Zhang, Sijia Liu, Quanfu Fan, Mengshu Sun, Hongge Chen, Pin-Yu Chen, Yanzhi Wang, Xue Lin


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Evading Real-Time Person Detectors by Adversarial T-shirt

Oct 18, 2019
Kaidi Xu, Gaoyuan Zhang, Sijia Liu, Quanfu Fan, Mengshu Sun, Hongge Chen, Pin-Yu Chen, Yanzhi Wang, Xue Lin


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Robustness Verification of Tree-based Models

Jun 15, 2019
Hongge Chen, Huan Zhang, Si Si, Yang Li, Duane Boning, Cho-Jui Hsieh

* Hongge Chen and Huan Zhang contributed equally 

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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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Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective

Jun 10, 2019
Kaidi Xu, Hongge Chen, Sijia Liu, Pin-Yu Chen, Tsui-Wei Weng, Mingyi Hong, Xue Lin

* Accepted by IJCAI 2019, the 28th International Joint Conference on Artificial Intelligence 

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Robust Decision Trees Against Adversarial Examples

Feb 27, 2019
Hongge Chen, Huan Zhang, Duane Boning, Cho-Jui Hsieh


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The Limitations of Adversarial Training and the Blind-Spot Attack

Jan 15, 2019
Huan Zhang, Hongge Chen, Zhao Song, Duane Boning, Inderjit S. Dhillon, Cho-Jui Hsieh

* Accepted by International Conference on Learning Representations (ICLR) 2019. Huan Zhang and Hongge Chen contributed equally 

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Towards Fast Computation of Certified Robustness for ReLU Networks

Oct 02, 2018
Tsui-Wei Weng, Huan Zhang, Hongge Chen, Zhao Song, Cho-Jui Hsieh, Duane Boning, Inderjit S. Dhillon, Luca Daniel

* Tsui-Wei Weng and Huan Zhang contributed equally 

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Is Robustness the Cost of Accuracy? -- A Comprehensive Study on the Robustness of 18 Deep Image Classification Models

Aug 05, 2018
Dong Su, Huan Zhang, Hongge Chen, Jinfeng Yi, Pin-Yu Chen, Yupeng Gao

* Accepted by the European Conference on Computer Vision (ECCV) 2018 

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Attacking Visual Language Grounding with Adversarial Examples: A Case Study on Neural Image Captioning

May 22, 2018
Hongge Chen, Huan Zhang, Pin-Yu Chen, Jinfeng Yi, Cho-Jui Hsieh

* Accepted by 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018). Hongge Chen and Huan Zhang contribute equally to this work 

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