敵対的攻撃手法

Adversarial Security Attacks and Perturbations on Machine Learning and Deep Learning Methods

Authors: Arif Siddiqi | Published: 2019-07-17
ポイズニング
敵対的サンプル
敵対的攻撃手法

Latent Adversarial Defence with Boundary-guided Generation

Authors: Xiaowei Zhou, Ivor W. Tsang, Jie Yin | Published: 2019-07-16
敵対的サンプル
敵対的攻撃手法
深層学習技術

Adversarial Sensor Attack on LiDAR-based Perception in Autonomous Driving

Authors: Yulong Cao, Chaowei Xiao, Benjamin Cyr, Yimeng Zhou, Won Park, Sara Rampazzi, Qi Alfred Chen, Kevin Fu, Z. Morley Mao | Published: 2019-07-16 | Updated: 2019-08-20
スプーフィング攻撃分析
敵対的攻撃手法
最適化手法

Bypassing Backdoor Detection Algorithms in Deep Learning

Authors: Te Juin Lester Tan, Reza Shokri | Published: 2019-05-31 | Updated: 2020-06-06
プルーニング手法
メンバーシップ推論
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