Defense Mechanism

Unrestricted Adversarial Examples

Authors: Tom B. Brown, Nicholas Carlini, Chiyuan Zhang, Catherine Olsson, Paul Christiano, Ian Goodfellow | Published: 2018-09-22
Robustness Improvement Method
Adversarial Attack Methods
Defense Mechanism

Keeping the Bad Guys Out: Protecting and Vaccinating Deep Learning with JPEG Compression

Authors: Nilaksh Das, Madhuri Shanbhogue, Shang-Tse Chen, Fred Hohman, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2017-05-08
Model Robustness
Certified Robustness
Defense Mechanism

Fraternal Twins: Unifying Attacks on Machine Learning and Digital Watermarking

Authors: Erwin Quiring, Daniel Arp, Konrad Rieck | Published: 2017-03-16
Backdoor Attack
Attack Pattern Extraction
Defense Mechanism

Tactics of Adversarial Attack on Deep Reinforcement Learning Agents

Authors: Yen-Chen Lin, Zhang-Wei Hong, Yuan-Hong Liao, Meng-Li Shih, Ming-Yu Liu, Min Sun | Published: 2017-03-08 | Updated: 2019-11-13
Attack Pattern Extraction
Adversarial Example
Defense Mechanism