Adversarial Attacks and Defenses on Graphs: A Review, A Tool and Empirical Studies
Authors: Wei Jin, Yaxin Li, Han Xu, Yiqi Wang, Shuiwang Ji, Charu Aggarwal, Jiliang Tang | Published: 2020-03-02 | Updated: 2020-12-12
敵対的サンプル
Gödel’s Sentence Is An Adversarial Example But Unsolvable
Authors: Xiaodong Qi, Lansheng Han | Published: 2020-02-25
Using Single-Step Adversarial Training to Defend Iterative Adversarial Examples
Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2020-02-22 | Updated: 2020-02-27
Adversarial Attacks on Machine Learning Systems for High-Frequency Trading
Authors: Micah Goldblum, Avi Schwarzschild, Ankit B. Patel, Tom Goldstein | Published: 2020-02-21 | Updated: 2021-10-29
A Bayes-Optimal View on Adversarial Examples
Authors: Eitan Richardson, Yair Weiss | Published: 2020-02-20 | Updated: 2021-03-17
On the Decision Boundaries of Neural Networks: A Tropical Geometry Perspective
Authors: Motasem Alfarra, Adel Bibi, Hasan Hammoud, Mohamed Gaafar, Bernard Ghanem | Published: 2020-02-20 | Updated: 2022-08-22
Towards Certifiable Adversarial Sample Detection
Authors: Ilia Shumailov, Yiren Zhao, Robert Mullins, Ross Anderson | Published: 2020-02-20
On Adaptive Attacks to Adversarial Example Defenses
Authors: Florian Tramer, Nicholas Carlini, Wieland Brendel, Aleksander Madry | Published: 2020-02-19 | Updated: 2020-10-23
Indirect Adversarial Attacks via Poisoning Neighbors for Graph Convolutional Networks
Authors: Tsubasa Takahashi | Published: 2020-02-19
On the Matrix-Free Generation of Adversarial Perturbations for Black-Box Attacks
Authors: Hisaichi Shibata, Shouhei Hanaoka, Yukihiro Nomura, Naoto Hayashi, Osamu Abe | Published: 2020-02-18