Adversarial Attack Methods

Detection Defense Against Adversarial Attacks with Saliency Map

Authors: Dengpan Ye, Chuanxi Chen, Changrui Liu, Hao Wang, Shunzhi Jiang | Published: 2020-09-06
Poisoning
Adversarial Example
Adversarial Attack Methods

Vulnerability of Face Recognition Systems Against Composite Face Reconstruction Attack

Authors: Hadi Mansourifar, Weidong Shi | Published: 2020-08-23
Model Inversion
Adversarial Attack Methods
Face Recognition

Revisiting Adversarially Learned Injection Attacks Against Recommender Systems

Authors: Jiaxi Tang, Hongyi Wen, Ke Wang | Published: 2020-08-11 | Updated: 2020-08-28
Adversarial Attack Methods
Optimization Problem
Computational Efficiency

Investigating maximum likelihood based training of infinite mixtures for uncertainty quantification

Authors: Sina Däubener, Asja Fischer | Published: 2020-08-07 | Updated: 2020-08-17
Uncertainty Assessment
Adversarial Attack Methods
Deep Learning Method

Optimizing Information Loss Towards Robust Neural Networks

Authors: Philip Sperl, Konstantin Böttinger | Published: 2020-08-07 | Updated: 2020-09-29
Information-Theoretic Approach
Adversarial Example
Adversarial Attack Methods

Deep Learning Defenses Against Adversarial Examples for Dynamic Risk Assessment

Authors: Xabier Echeberria-Barrio, Amaia Gil-Lerchundi, Ines Goicoechea-Telleria, Raul Orduna-Urrutia | Published: 2020-07-02
Adversarial Example
Adversarial Attack Methods
Defense Mechanism

Sparse-RS: a versatile framework for query-efficient sparse black-box adversarial attacks

Authors: Francesco Croce, Maksym Andriushchenko, Naman D. Singh, Nicolas Flammarion, Matthias Hein | Published: 2020-06-23 | Updated: 2022-02-08
Query Generation Method
Reinforcement Learning
Adversarial Attack Methods

RayS: A Ray Searching Method for Hard-label Adversarial Attack

Authors: Jinghui Chen, Quanquan Gu | Published: 2020-06-23 | Updated: 2020-09-05
Membership Inference
Adversarial Attack Methods
Machine Learning Algorithm

Perceptual Adversarial Robustness: Defense Against Unseen Threat Models

Authors: Cassidy Laidlaw, Sahil Singla, Soheil Feizi | Published: 2020-06-22 | Updated: 2021-07-04
Poisoning
Adversarial Attack Methods
Defense Mechanism

Learning to Generate Noise for Multi-Attack Robustness

Authors: Divyam Madaan, Jinwoo Shin, Sung Ju Hwang | Published: 2020-06-22 | Updated: 2021-06-24
Adversarial Perturbation Techniques
Adversarial Attack Methods
Defense Mechanism