攻撃手法

Detection of Adversarial Attacks and Characterization of Adversarial Subspace

Authors: Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich | Published: 2019-10-26
セキュアロジスティック回帰
攻撃手法
敵対的サンプルの検知

Feedback Learning for Improving the Robustness of Neural Networks

Authors: Chang Song, Zuoguan Wang, Hai Li | Published: 2019-09-12
クラス不均衡
攻撃手法
敵対的サンプル

Learning-Guided Network Fuzzing for Testing Cyber-Physical System Defences

Authors: Yuqi Chen, Christopher M. Poskitt, Jun Sun, Sridhar Adepu, Fan Zhang | Published: 2019-09-12
センサー状態推定
攻撃手法
機械学習の応用

Structural Robustness for Deep Learning Architectures

Authors: Carlos Lassance, Vincent Gripon, Jian Tang, Antonio Ortega | Published: 2019-09-11
攻撃手法
機械学習の応用
機械学習手法

Sparse and Imperceivable Adversarial Attacks

Authors: Francesco Croce, Matthias Hein | Published: 2019-09-11
ポイズニング
攻撃手法
機械学習手法

PDA: Progressive Data Augmentation for General Robustness of Deep Neural Networks

Authors: Hang Yu, Aishan Liu, Xianglong Liu, Gengchao Li, Ping Luo, Ran Cheng, Jichen Yang, Chongzhi Zhang | Published: 2019-09-11 | Updated: 2020-02-24
ポイズニング
モデルの堅牢性
攻撃手法

Effectiveness of Adversarial Examples and Defenses for Malware Classification

Authors: Robert Podschwadt, Hassan Takabi | Published: 2019-09-10
攻撃手法
敵対的サンプル
適応型敵対的訓練

Poisoning Attacks with Generative Adversarial Nets

Authors: Luis Muñoz-González, Bjarne Pfitzner, Matteo Russo, Javier Carnerero-Cano, Emil C. Lupu | Published: 2019-06-18 | Updated: 2019-09-25
バックドア攻撃
攻撃手法
生成的敵対ネットワーク

On the Robustness of the Backdoor-based Watermarking in Deep Neural Networks

Authors: Masoumeh Shafieinejad, Jiaqi Wang, Nils Lukas, Xinda Li, Florian Kerschbaum | Published: 2019-06-18 | Updated: 2019-11-26
DNN IP保護手法
バックドア攻撃
攻撃手法

Membership Privacy for Machine Learning Models Through Knowledge Transfer

Authors: Virat Shejwalkar, Amir Houmansadr | Published: 2019-06-15 | Updated: 2020-12-31
プライバシー保護
攻撃手法
知識移転性