敵対的攻撃検出

Towards Query-Efficient Black-Box Adversary with Zeroth-Order Natural Gradient Descent

Authors: Pu Zhao, Pin-Yu Chen, Siyue Wang, Xue Lin | Published: 2020-02-18
性能低下の要因
敵対的攻撃検出
計算効率

Deflecting Adversarial Attacks

Authors: Yao Qin, Nicholas Frosst, Colin Raffel, Garrison Cottrell, Geoffrey Hinton | Published: 2020-02-18
ポイズニング
敵対的攻撃検出
防御手法

On the Matrix-Free Generation of Adversarial Perturbations for Black-Box Attacks

Authors: Hisaichi Shibata, Shouhei Hanaoka, Yukihiro Nomura, Naoto Hayashi, Osamu Abe | Published: 2020-02-18
敵対的サンプル
敵対的攻撃検出
計算効率

Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets

Authors: Dongxian Wu, Yisen Wang, Shu-Tao Xia, James Bailey, Xingjun Ma | Published: 2020-02-14
ポイズニング
敵対的攻撃検出
防御手法

Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning

Authors: Inaam Ilahi, Muhammad Usama, Junaid Qadir, Muhammad Umar Janjua, Ala Al-Fuqaha, Dinh Thai Hoang, Dusit Niyato | Published: 2020-01-27 | Updated: 2021-09-08
敵対的攻撃検出
機械学習の基礎
深層強化学習

Practical Fast Gradient Sign Attack against Mammographic Image Classifier

Authors: Ibrahim Yilmaz | Published: 2020-01-27
敵対的学習
敵対的攻撃検出
機械学習手法

Ensemble Noise Simulation to Handle Uncertainty about Gradient-based Adversarial Attacks

Authors: Rehana Mahfuz, Rajeev Sahay, Aly El Gamal | Published: 2020-01-26
敵対的学習
敵対的攻撃検出
防御手法の効果分析

On the human evaluation of audio adversarial examples

Authors: Jon Vadillo, Roberto Santana | Published: 2020-01-23 | Updated: 2021-02-12
敵対的サンプル
敵対的攻撃検出
音声アシスタントの誤作動

Adversarial Attack on Community Detection by Hiding Individuals

Authors: Jia Li, Honglei Zhang, Zhichao Han, Yu Rong, Hong Cheng, Junzhou Huang | Published: 2020-01-22
コミュニティ検出
ポイズニング
敵対的攻撃検出

Massif: Interactive Interpretation of Adversarial Attacks on Deep Learning

Authors: Nilaksh Das, Haekyu Park, Zijie J. Wang, Fred Hohman, Robert Firstman, Emily Rogers, Duen Horng Chau | Published: 2020-01-21 | Updated: 2020-02-16
敵対的攻撃検出
深層強化学習