Optimization Problem

Data Poisoning Attacks on Neighborhood-based Recommender Systems

Authors: Liang Chen, Yangjun Xu, Fenfang Xie, Min Huang, Zibin Zheng | Published: 2019-12-01
Poisoning
Robustness
Optimization Problem

Design and Interpretation of Universal Adversarial Patches in Face Detection

Authors: Xiao Yang, Fangyun Wei, Hongyang Zhang, Jun Zhu | Published: 2019-11-30 | Updated: 2020-07-17
Adversarial Spectrum Attack Detection
Optimization Problem
Deep Learning Method

On the Adversarial Robustness of Subspace Learning

Authors: Fuwei Li, Lifeng Lai, Shuguang Cui | Published: 2019-08-17
Definition of Mathematical Concepts
Adversarial Attack Methods
Optimization Problem

Trade-offs and Guarantees of Adversarial Representation Learning for Information Obfuscation

Authors: Han Zhao, Jianfeng Chi, Yuan Tian, Geoffrey J. Gordon | Published: 2019-06-19 | Updated: 2020-10-25
Privacy Protection
Membership Inference
Optimization Problem

Improving Black-box Adversarial Attacks with a Transfer-based Prior

Authors: Shuyu Cheng, Yinpeng Dong, Tianyu Pang, Hang Su, Jun Zhu | Published: 2019-06-17 | Updated: 2020-07-26
Poisoning
Adversarial Perturbation Techniques
Optimization Problem

Copy and Paste: A Simple But Effective Initialization Method for Black-Box Adversarial Attacks

Authors: Thomas Brunner, Frederik Diehl, Alois Knoll | Published: 2019-06-14 | Updated: 2019-12-29
Initialization Method
Adversarial Perturbation Techniques
Optimization Problem

Controlling Neural Level Sets

Authors: Matan Atzmon, Niv Haim, Lior Yariv, Ofer Israelov, Haggai Maron, Yaron Lipman | Published: 2019-05-28 | Updated: 2019-10-27
Model Evaluation
Optimization Problem
Generative Model

Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation

Authors: Cong Xie, Sanmi Koyejo, Indranil Gupta | Published: 2019-03-10
Byzantine Consensus Mechanism
Robustness Improvement Method
Optimization Problem

Online Data Poisoning Attack

Authors: Xuezhou Zhang, Xiaojin Zhu, Laurent Lessard | Published: 2019-03-05 | Updated: 2019-05-30
Poisoning
Reinforcement Learning Attack
Optimization Problem

Optimal Attack against Autoregressive Models by Manipulating the Environment

Authors: Yiding Chen, Xiaojin Zhu | Published: 2019-02-01 | Updated: 2019-12-01
MPC Algorithm
Adversarial attack
Optimization Problem