Robustness

Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks

Authors: Boyuan Feng, Yuke Wang, Zheng Wang, Yufei Ding | Published: 2020-09-22
Bayesian Adversarial Learning
Robustness
Attention Mechanism

Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

Authors: Maurice Weber, Nana Liu, Bo Li, Ce Zhang, Zhikuan Zhao | Published: 2020-09-21 | Updated: 2021-05-26
Watermarking
Robustness
Quantum Machine Learning

Improving adversarial robustness of deep neural networks by using semantic information

Authors: Lina Wang, Rui Tang, Yawei Yue, Xingshu Chen, Wei Wang, Yi Zhu, Xuemei Zeng | Published: 2020-08-18 | Updated: 2021-06-17
Semantic Information Extraction
Robustness
Adversarial Example

Face2Face: Real-time Face Capture and Reenactment of RGB Videos

Authors: Justus Thies, Michael Zollhöfer, Marc Stamminger, Christian Theobalt, Matthias Nießner | Published: 2020-07-29
Deepfake
Real-Time Inference
Robustness

Robust and Accurate Authorship Attribution via Program Normalization

Authors: Yizhen Wang, Mohannad Alhanahnah, Ke Wang, Mihai Christodorescu, Somesh Jha | Published: 2020-07-01 | Updated: 2022-02-25
Membership Inference
Robustness
Adversarial attack

Smooth Adversarial Training

Authors: Cihang Xie, Mingxing Tan, Boqing Gong, Alan Yuille, Quoc V. Le | Published: 2020-06-25 | Updated: 2021-07-11
Robustness
Adversarial Example
Adversarial Learning

Towards Robust Classification with Image Quality Assessment

Authors: Yeli Feng, Yiyu Cai | Published: 2020-04-14
Robustness
Adversarial Example
Deep Learning

Certifiable Robustness to Adversarial State Uncertainty in Deep Reinforcement Learning

Authors: Michael Everett, Bjorn Lutjens, Jonathan P. How | Published: 2020-04-11 | Updated: 2022-02-02
Multi-Agent Reinforcement Learning
Robustness
Deep Learning

Blind Adversarial Pruning: Balance Accuracy, Efficiency and Robustness

Authors: Haidong Xie, Lixin Qian, Xueshuang Xiang, Naijin Liu | Published: 2020-04-10
Pruning Method
Robustness
Experimental Validation

Blind Adversarial Training: Balance Accuracy and Robustness

Authors: Haidong Xie, Xueshuang Xiang, Naijin Liu, Bin Dong | Published: 2020-04-10
Robustness
Adversarial Learning
Adaptive Adversarial Training