敵対的摂動手法

Copy and Paste: A Simple But Effective Initialization Method for Black-Box Adversarial Attacks

Authors: Thomas Brunner, Frederik Diehl, Alois Knoll | Published: 2019-06-14 | Updated: 2019-12-29
初期化手法
敵対的摂動手法
最適化問題

ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

Authors: Yuzhe Yang, Guo Zhang, Dina Katabi, Zhi Xu | Published: 2019-05-28
モデル評価
性能評価
敵対的摂動手法

Snooping Attacks on Deep Reinforcement Learning

Authors: Matthew Inkawhich, Yiran Chen, Hai Li | Published: 2019-05-28 | Updated: 2020-01-15
強化学習手法
攻撃の分類
敵対的摂動手法

Semantics Preserving Adversarial Learning

Authors: Ousmane Amadou Dia, Elnaz Barshan, Reza Babanezhad | Published: 2019-03-10 | Updated: 2019-12-21
堅牢性向上手法
敵対的サンプルの検知
敵対的摂動手法

Adversarial Examples on Graph Data: Deep Insights into Attack and Defense

Authors: Huijun Wu, Chen Wang, Yuriy Tyshetskiy, Andrew Docherty, Kai Lu, Liming Zhu | Published: 2019-03-05 | Updated: 2019-05-22
モデルの頑健性保証
敵対的サンプル
敵対的摂動手法

PuVAE: A Variational Autoencoder to Purify Adversarial Examples

Authors: Uiwon Hwang, Jaewoo Park, Hyemi Jang, Sungroh Yoon, Nam Ik Cho | Published: 2019-03-02
ポイズニング
堅牢性向上手法
敵対的摂動手法

Evaluating Adversarial Evasion Attacks in the Context of Wireless Communications

Authors: Bryse Flowers, R. Michael Buehrer, William C. Headley | Published: 2019-03-01
敵対的学習
敵対的摂動手法
無線チャネル検出

CapsAttacks: Robust and Imperceptible Adversarial Attacks on Capsule Networks

Authors: Alberto Marchisio, Giorgio Nanfa, Faiq Khalid, Muhammad Abdullah Hanif, Maurizio Martina, Muhammad Shafique | Published: 2019-01-28 | Updated: 2019-05-24
敵対的サンプル
敵対的摂動手法
敵対的攻撃

On the Limitation of Local Intrinsic Dimensionality for Characterizing the Subspaces of Adversarial Examples

Authors: Pei-Hsuan Lu, Pin-Yu Chen, Chia-Mu Yu | Published: 2018-03-26
敵対的サンプルの検知
敵対的摂動手法
機械学習技術

Clipping free attacks against artificial neural networks

Authors: Boussad Addad, Jerome Kodjabachian, Christophe Meyer | Published: 2018-03-26 | Updated: 2018-03-28
敵対的サンプルの検知
敵対的摂動手法
機械学習技術