ポイズニング

Universal, transferable and targeted adversarial attacks

Authors: Junde Wu, Rao Fu | Published: 2019-08-29 | Updated: 2022-06-13
ポイズニング
敵対的サンプル
敵対的攻撃検出

Transferring Robustness for Graph Neural Network Against Poisoning Attacks

Authors: Xianfeng Tang, Yandong Li, Yiwei Sun, Huaxiu Yao, Prasenjit Mitra, Suhang Wang | Published: 2019-08-20 | Updated: 2020-02-26
ポイズニング
堅牢性向上手法
毒性攻撃に特化した内容

Protecting Neural Networks with Hierarchical Random Switching: Towards Better Robustness-Accuracy Trade-off for Stochastic Defenses

Authors: Xiao Wang, Siyue Wang, Pin-Yu Chen, Yanzhi Wang, Brian Kulis, Xue Lin, Peter Chin | Published: 2019-08-20
ポイズニング
堅牢性向上手法
敵対的攻撃手法

On Defending Against Label Flipping Attacks on Malware Detection Systems

Authors: Rahim Taheri, Reza Javidan, Mohammad Shojafar, Zahra Pooranian, Ali Miri, Mauro Conti | Published: 2019-08-13 | Updated: 2020-06-16
ポイズニング
敵対的攻撃手法
計算複雑性

On the Design of Black-box Adversarial Examples by Leveraging Gradient-free Optimization and Operator Splitting Method

Authors: Pu Zhao, Sijia Liu, Pin-Yu Chen, Nghia Hoang, Kaidi Xu, Bhavya Kailkhura, Xue Lin | Published: 2019-07-26 | Updated: 2019-12-04
ポイズニング
効果的な摂動手法
敵対的移転性

Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics

Authors: Yuxin Ma, Tiankai Xie, Jundong Li, Ross Maciejewski | Published: 2019-07-17 | Updated: 2019-10-03
バックドア攻撃
ポイズニング
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

Helen: Maliciously Secure Coopetitive Learning for Linear Models

Authors: Wenting Zheng, Raluca Ada Popa, Joseph E. Gonzalez, Ion Stoica | Published: 2019-07-16 | Updated: 2019-09-03
MPCアルゴリズム
ポイズニング
暗号化技術

Stateful Detection of Black-Box Adversarial Attacks

Authors: Steven Chen, Nicholas Carlini, David Wagner | Published: 2019-07-12
ポイズニング
攻撃検出
敵対的攻撃

Minimally distorted Adversarial Examples with a Fast Adaptive Boundary Attack

Authors: Francesco Croce, Matthias Hein | Published: 2019-07-03 | Updated: 2020-07-20
ポイズニング
敵対的サンプルの脆弱性
敵対的攻撃