Robustness Verification Method

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

Authors: Yihan Wang, Huan Zhang, Hongge Chen, Duane Boning, Cho-Jui Hsieh | Published: 2020-08-20 | Updated: 2020-09-29
Robustness Verification Method
Reinforcement Learning Algorithm
Computational Complexity

Deep Neural Network Ensembles against Deception: Ensemble Diversity, Accuracy and Robustness

Authors: Ling Liu, Wenqi Wei, Ka-Ho Chow, Margaret Loper, Emre Gursoy, Stacey Truex, Yanzhao Wu | Published: 2019-08-29
Robustness Verification Method
Adversarial Example
Machine Learning Application

Fast and Stable Interval Bounds Propagation for Training Verifiably Robust Models

Authors: Paweł Morawiecki, Przemysław Spurek, Marek Śmieja, Jacek Tabor | Published: 2019-06-03 | Updated: 2019-07-03
Robustness Verification Method
Expression of Gratitude
Deep Learning Method

Unlabeled Data Improves Adversarial Robustness

Authors: Yair Carmon, Aditi Raghunathan, Ludwig Schmidt, Percy Liang, John C. Duchi | Published: 2019-05-31 | Updated: 2022-01-13
Poisoning
Robustness Verification Method
Deep Learning Method

Interpreting and Evaluating Neural Network Robustness

Authors: Fuxun Yu, Zhuwei Qin, Chenchen Liu, Liang Zhao, Yanzhi Wang, Xiang Chen | Published: 2019-05-10
Robust Estimation
Robustness Verification Method
Adversarial Example