Factors of Performance Degradation

Byzantine-Robust Decentralized Stochastic Optimization over Static and Time-Varying Networks

Authors: Jie Peng, Weiyu Li, Qing Ling | Published: 2020-05-12 | Updated: 2020-12-18
Algorithm
Robustness Evaluation
Factors of Performance Degradation

Towards Query-Efficient Black-Box Adversary with Zeroth-Order Natural Gradient Descent

Authors: Pu Zhao, Pin-Yu Chen, Siyue Wang, Xue Lin | Published: 2020-02-18
Factors of Performance Degradation
Adversarial Attack Detection
Computational Efficiency

Adversarial Image Translation: Unrestricted Adversarial Examples in Face Recognition Systems

Authors: Kazuya Kakizaki, Kosuke Yoshida | Published: 2019-05-09 | Updated: 2020-01-28
Factors of Performance Degradation
Adversarial Example
Adversarial Attack Detection

Reconstruction of Privacy-Sensitive Data from Protected Templates

Authors: Shideh Rezaeifar, Behrooz Razeghi, Olga Taran, Taras Holotyak, Slava Voloshynovskiy | Published: 2019-05-08
Privacy Technique
Reconstruction Attack
Factors of Performance Degradation

Adversarial Examples Are Not Bugs, They Are Features

Authors: Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Logan Engstrom, Brandon Tran, Aleksander Madry | Published: 2019-05-06 | Updated: 2019-08-12
Robust Estimation
Factors of Performance Degradation
Adversarial Example