敵対的攻撃検出

Perturbing Across the Feature Hierarchy to Improve Standard and Strict Blackbox Attack Transferability

Authors: Nathan Inkawhich, Kevin J Liang, Binghui Wang, Matthew Inkawhich, Lawrence Carin, Yiran Chen | Published: 2020-04-29
アルゴリズム
敵対的攻撃検出
機械学習の役割

Minority Reports Defense: Defending Against Adversarial Patches

Authors: Michael McCoyd, Won Park, Steven Chen, Neil Shah, Ryan Roggenkemper, Minjune Hwang, Jason Xinyu Liu, David Wagner | Published: 2020-04-28
攻撃検出
敵対的攻撃検出
防御効果分析

Adversarial Learning Guarantees for Linear Hypotheses and Neural Networks

Authors: Pranjal Awasthi, Natalie Frank, Mehryar Mohri | Published: 2020-04-28
ロバスト性向上手法
形式的検証
敵対的攻撃検出

Variational Encoder-based Reliable Classification

Authors: Chitresh Bhushan, Zhaoyuan Yang, Nurali Virani, Naresh Iyer | Published: 2020-02-19 | Updated: 2020-10-17
トレーニング手法
ロバスト性評価
敵対的攻撃検出

Indirect Adversarial Attacks via Poisoning Neighbors for Graph Convolutional Networks

Authors: Tsubasa Takahashi | Published: 2020-02-19
GNN
敵対的サンプル
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