Robustness

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

FTT-NAS: Discovering Fault-Tolerant Convolutional Neural Architecture

Authors: Xuefei Ning, Guangjun Ge, Wenshuo Li, Zhenhua Zhu, Yin Zheng, Xiaoming Chen, Zhen Gao, Yu Wang, Huazhong Yang | Published: 2020-03-20 | Updated: 2021-04-12
Robustness
Vulnerability detection
Weight Update Method

One Neuron to Fool Them All

Authors: Anshuman Suri, David Evans | Published: 2020-03-20 | Updated: 2020-06-09
Training Method
Robustness
Adversarial Example

Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations

Authors: Huan Zhang, Hongge Chen, Chaowei Xiao, Bo Li, Mingyan Liu, Duane Boning, Cho-Jui Hsieh | Published: 2020-03-19 | Updated: 2021-07-14
Training Method
Hyperparameter Optimization
Robustness