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Towards Evaluating and Training Verifiably Robust Neural Networks

Apr 05, 2021
Zhaoyang Lyu, Minghao Guo, Tong Wu, Guodong Xu, Kehuan Zhang, Dahua Lin

* Accepted to CVPR 2021 (Oral) 

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Fastened CROWN: Tightened Neural Network Robustness Certificates

Dec 02, 2019
Zhaoyang Lyu, Ching-Yun Ko, Zhifeng Kong, Ngai Wong, Dahua Lin, Luca Daniel

* Zhaoyang Lyu and Ching-Yun Ko contributed equally, accepted to AAAI 2020 

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POPQORN: Quantifying Robustness of Recurrent Neural Networks

May 17, 2019
Ching-Yun Ko, Zhaoyang Lyu, Tsui-Wei Weng, Luca Daniel, Ngai Wong, Dahua Lin

* 10 pages, Ching-Yun Ko and Zhaoyang Lyu contributed equally, accepted to ICML 2019. Please see arXiv source codes for the appendix by clicking [Other formats] 

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