敵対的攻撃手法

Adversarial Reinforcement Learning for Observer Design in Autonomous Systems under Cyber Attacks

Authors: Abhishek Gupta, Zhaoyuan Yang | Published: 2018-09-15
オンライン学習
ロバスト性向上手法
敵対的攻撃手法

Query-Efficient Black-Box Attack Against Sequence-Based Malware Classifiers

Authors: Ishai Rosenberg, Asaf Shabtai, Yuval Elovici, Lior Rokach | Published: 2018-04-23 | Updated: 2020-10-03
クエリ生成手法
モデルの頑健性保証
敵対的攻撃手法

Black-box Adversarial Attacks with Limited Queries and Information

Authors: Andrew Ilyas, Logan Engstrom, Anish Athalye, Jessy Lin | Published: 2018-04-23 | Updated: 2018-07-11
モデル抽出攻撃
敵対的サンプル
敵対的攻撃手法

Gradient Masking Causes CLEVER to Overestimate Adversarial Perturbation Size

Authors: Ian Goodfellow | Published: 2018-04-21
敵対的学習
敵対的攻撃手法
透かし技術

ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector

Authors: Shang-Tse Chen, Cory Cornelius, Jason Martin, Duen Horng Chau | Published: 2018-04-16 | Updated: 2019-05-01
Faster R-CNN
モデルの頑健性保証
敵対的攻撃手法

On the Limitation of MagNet Defense against $L_1$-based Adversarial Examples

Authors: Pei-Hsuan Lu, Pin-Yu Chen, Kang-Cheng Chen, Chia-Mu Yu | Published: 2018-04-14 | Updated: 2018-05-09
敵対的サンプルの検知
敵対的攻撃手法
透かし技術

Detecting Adversarial Examples – A Lesson from Multimedia Forensics

Authors: Pascal Schöttle, Alexander Schlögl, Cecilia Pasquini, Rainer Böhme | Published: 2018-03-09
敵対的サンプル
敵対的サンプルの検知
敵対的攻撃手法

Adversarial Perturbation Intensity Achieving Chosen Intra-Technique Transferability Level for Logistic Regression

Authors: Martin Gubri | Published: 2018-01-06
モデルの頑健性保証
敵対的攻撃手法
機械学習アルゴリズム

Did you hear that? Adversarial Examples Against Automatic Speech Recognition

Authors: Moustafa Alzantot, Bharathan Balaji, Mani Srivastava | Published: 2018-01-02
敵対的攻撃手法
機械学習アルゴリズム
音声強化技術

Building Robust Deep Neural Networks for Road Sign Detection

Authors: Arkar Min Aung, Yousef Fadila, Radian Gondokaryono, Luis Gonzalez | Published: 2017-12-26
ロバスト性向上手法
敵対的サンプル
敵対的攻撃手法