敵対的攻撃手法

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

Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks

Authors: Jiadong Lin, Chuanbiao Song, Kun He, Liwei Wang, John E. Hopcroft | Published: 2019-08-17 | Updated: 2020-02-03
堅牢性向上手法
攻撃の評価
敵対的攻撃手法

On the Adversarial Robustness of Subspace Learning

Authors: Fuwei Li, Lifeng Lai, Shuguang Cui | Published: 2019-08-17
数学的概念の定義
敵対的攻撃手法
最適化問題

Adversarial shape perturbations on 3D point clouds

Authors: Daniel Liu, Ronald Yu, Hao Su | Published: 2019-08-16 | Updated: 2020-10-23
堅牢性向上手法
攻撃の評価
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 Adversarial Robustness of Neural Networks without Weight Transport

Authors: Mohamed Akrout | Published: 2019-08-09 | Updated: 2019-10-03
堅牢性向上手法
敵対的サンプル
敵対的攻撃手法

Defending Against Adversarial Iris Examples Using Wavelet Decomposition

Authors: Sobhan Soleymani, Ali Dabouei, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2019-08-08
堅牢性向上手法
敵対的サンプル
敵対的攻撃手法

Universal Adversarial Audio Perturbations

Authors: Sajjad Abdoli, Luiz G. Hafemann, Jerome Rony, Ismail Ben Ayed, Patrick Cardinal, Alessandro L. Koerich | Published: 2019-08-08 | Updated: 2020-11-17
敵対的サンプル
敵対的攻撃手法
音声信号処理

Investigating Decision Boundaries of Trained Neural Networks

Authors: Roozbeh Yousefzadeh, Dianne P O'Leary | Published: 2019-08-07
堅牢性向上手法
敵対的サンプル
敵対的攻撃手法

BlurNet: Defense by Filtering the Feature Maps

Authors: Ravi Raju, Mikko Lipasti | Published: 2019-08-06 | Updated: 2020-05-16
堅牢性向上手法
攻撃の評価
敵対的攻撃手法