AIセキュリティポータルbot

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
Performance Evaluation
Adversarial Example
Adversarial Training
2020.02.22 2025.05.28
Literature Database

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
Transaction Generation Method
Adversarial Example
Vulnerability Prediction
2020.02.21 2025.05.28
Literature Database

Robustness from Simple Classifiers

Authors: Sharon Qian, Dimitris Kalimeris, Gal Kaplun, Yaron Singer | Published: 2020-02-21
Robustness Evaluation
Adversarial Training
Defense Method
2020.02.21 2025.05.28
Literature Database

Adversarial Detection and Correction by Matching Prediction Distributions

Authors: Giovanni Vacanti, Arnaud Van Looveren | Published: 2020-02-21
Advice Provision
Adversarial Training
Defense Method
2020.02.21 2025.05.28
Literature Database

Black-Box Certification with Randomized Smoothing: A Functional Optimization Based Framework

Authors: Dinghuai Zhang, Mao Ye, Chengyue Gong, Zhanxing Zhu, Qiang Liu | Published: 2020-02-21 | Updated: 2020-10-20
Robustness Evaluation
Optimization Problem
Defense Method
2020.02.21 2025.05.28
Literature Database

Enhanced Adversarial Strategically-Timed Attacks against Deep Reinforcement Learning

Authors: Chao-Han Huck Yang, Jun Qi, Pin-Yu Chen, Yi Ouyang, I-Te Danny Hung, Chin-Hui Lee, Xiaoli Ma | Published: 2020-02-20
Reward Mechanism Design
Vulnerability Prediction
Defense Method
2020.02.20 2025.05.28
Literature Database

A Bayes-Optimal View on Adversarial Examples

Authors: Eitan Richardson, Yair Weiss | Published: 2020-02-20 | Updated: 2021-03-17
Robustness Evaluation
Adversarial Example
Adversarial Training
2020.02.20 2025.05.28
Literature Database

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
Robustness Evaluation
Adversarial Example
Optimization Problem
2020.02.20 2025.05.28
Literature Database

Towards Certifiable Adversarial Sample Detection

Authors: Ilia Shumailov, Yiren Zhao, Robert Mullins, Ross Anderson | Published: 2020-02-20
Adversarial Example
Regularization
Defense Method
2020.02.20 2025.05.28
Literature Database

Boosting Adversarial Training with Hypersphere Embedding

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Kun Xu, Jun Zhu, Hang Su | Published: 2020-02-20 | Updated: 2020-11-25
Training Method
Effective Perturbation Methods
Adversarial Training
2020.02.20 2025.05.28
Literature Database
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