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Fast Training of Provably Robust Neural Networks by SingleProp

Feb 01, 2021
Akhilan Boopathy, Tsui-Wei Weng, Sijia Liu, Pin-Yu Chen, Gaoyuan Zhang, Luca Daniel

* Published at AAAI 2021 

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Proper Network Interpretability Helps Adversarial Robustness in Classification

Jun 26, 2020
Akhilan Boopathy, Sijia Liu, Gaoyuan Zhang, Cynthia Liu, Pin-Yu Chen, Shiyu Chang, Luca Daniel

* 22 pages, 9 figures, Published at ICML 2020 

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CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks

Nov 29, 2018
Akhilan Boopathy, Tsui-Wei Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel

* Accepted by AAAI 2019 

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