敵対的攻撃検出

Adversarial Image Translation: Unrestricted Adversarial Examples in Face Recognition Systems

Authors: Kazuya Kakizaki, Kosuke Yoshida | Published: 2019-05-09 | Updated: 2020-01-28
性能低下の要因
敵対的サンプル
敵対的攻撃検出

Adaptive Generation of Unrestricted Adversarial Inputs

Authors: Isaac Dunn, Hadrien Pouget, Tom Melham, Daniel Kroening | Published: 2019-05-07 | Updated: 2019-10-01
敵対的サンプル
敵対的攻撃検出
適応型敵対的訓練

Better the Devil you Know: An Analysis of Evasion Attacks using Out-of-Distribution Adversarial Examples

Authors: Vikash Sehwag, Arjun Nitin Bhagoji, Liwei Song, Chawin Sitawarin, Daniel Cullina, Mung Chiang, Prateek Mittal | Published: 2019-05-05
ポイズニング
敵対的サンプル
敵対的攻撃検出

CharBot: A Simple and Effective Method for Evading DGA Classifiers

Authors: Jonathan Peck, Claire Nie, Raaghavi Sivaguru, Charles Grumer, Femi Olumofin, Bin Yu, Anderson Nascimento, Martine De Cock | Published: 2019-05-03 | Updated: 2019-05-30
マルウェア検出
敵対的攻撃検出
機械学習

Transfer of Adversarial Robustness Between Perturbation Types

Authors: Daniel Kang, Yi Sun, Tom Brown, Dan Hendrycks, Jacob Steinhardt | Published: 2019-05-03
敵対的サンプル
敵対的攻撃検出
適応型敵対的訓練

Defensive Quantization: When Efficiency Meets Robustness

Authors: Ji Lin, Chuang Gan, Song Han | Published: 2019-04-17
敵対的学習
敵対的攻撃検出
量子化ニューラルネットワーク

Adversarial Defense Through Network Profiling Based Path Extraction

Authors: Yuxian Qiu, Jingwen Leng, Cong Guo, Quan Chen, Chao Li, Minyi Guo, Yuhao Zhu | Published: 2019-04-17 | Updated: 2019-05-09
モデル性能評価
敵対的攻撃検出
深層学習

Are Self-Driving Cars Secure? Evasion Attacks against Deep Neural Networks for Steering Angle Prediction

Authors: Alesia Chernikova, Alina Oprea, Cristina Nita-Rotaru, BaekGyu Kim | Published: 2019-04-15
敵対的学習
敵対的攻撃検出
深層学習

Adversarial Learning in Statistical Classification: A Comprehensive Review of Defenses Against Attacks

Authors: David J. Miller, Zhen Xiang, George Kesidis | Published: 2019-04-12 | Updated: 2019-12-02
バックドア攻撃
ポイズニング
敵対的攻撃検出

Malware Evasion Attack and Defense

Authors: Yonghong Huang, Utkarsh Verma, Celeste Fralick, Gabriel Infante-Lopez, Brajesh Kumarz, Carl Woodward | Published: 2019-04-07 | Updated: 2019-04-16
マルウェア検出
敵対的サンプル
敵対的攻撃検出