敵対的攻撃手法

Identifying Classes Susceptible to Adversarial Attacks

Authors: Rangeet Pan, Md Johirul Islam, Shibbir Ahmed, Hridesh Rajan | Published: 2019-05-30
敵対的サンプルの脆弱性
敵対的攻撃手法
深層学習

Securing Connected & Autonomous Vehicles: Challenges Posed by Adversarial Machine Learning and The Way Forward

Authors: Adnan Qayyum, Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha | Published: 2019-05-29
バックドア攻撃
敵対的サンプル
敵対的攻撃手法

Fooling Detection Alone is Not Enough: First Adversarial Attack against Multiple Object Tracking

Authors: Yunhan Jia, Yantao Lu, Junjie Shen, Qi Alfred Chen, Zhenyu Zhong, Tao Wei | Published: 2019-05-27 | Updated: 2019-05-30
サイバーセキュリティ
トラッキング手法
敵対的攻撃手法

Weight Map Layer for Noise and Adversarial Attack Robustness

Authors: Mohammed Amer, Tomás Maul | Published: 2019-05-02 | Updated: 2020-12-02
ロバスト推定
将来の研究
敵対的攻撃手法

NATTACK: Learning the Distributions of Adversarial Examples for an Improved Black-Box Attack on Deep Neural Networks

Authors: Yandong Li, Lijun Li, Liqiang Wang, Tong Zhang, Boqing Gong | Published: 2019-05-01 | Updated: 2019-12-09
敵対的サンプル
敵対的攻撃手法
深層学習技術

Detecting Adversarial Examples through Nonlinear Dimensionality Reduction

Authors: Francesco Crecchi, Davide Bacciu, Battista Biggio | Published: 2019-04-30 | Updated: 2019-05-01
敵対的サンプル
敵対的攻撃手法
深層学習技術

Adversarial Training and Robustness for Multiple Perturbations

Authors: Florian Tramèr, Dan Boneh | Published: 2019-04-30 | Updated: 2019-10-18
ロバスト推定
敵対的サンプル
敵対的攻撃手法

A Robust Approach for Securing Audio Classification Against Adversarial Attacks

Authors: Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich | Published: 2019-04-24 | Updated: 2019-11-25
バックドア攻撃
敵対的サンプル
敵対的攻撃手法

A Target-Agnostic Attack on Deep Models: Exploiting Security Vulnerabilities of Transfer Learning

Authors: Shahbaz Rezaei, Xin Liu | Published: 2019-04-08 | Updated: 2020-01-29
モデル評価手法
敵対的攻撃手法
深層学習技術

Practical Hidden Voice Attacks against Speech and Speaker Recognition Systems

Authors: Hadi Abdullah, Washington Garcia, Christian Peeters, Patrick Traynor, Kevin R. B. Butler, Joseph Wilson | Published: 2019-03-18
信号処理手法
敵対的攻撃手法
音声合成技術