文献データベース

Fine-Grained Static Detection of Obfuscation Transforms Using Ensemble-Learning and Semantic Reasoning

Authors: Ramtine Tofighi-Shirazi, Irina Mariuca Asavoae, Philippe Elbaz-Vincent | Published: 2019-11-18
プログラム理解
モデル性能評価
機械学習の役割

Exploiting Human Social Cognition for the Detection of Fake and Fraudulent Faces via Memory Networks

Authors: Tharindu Fernando, Clinton Fookes, Simon Denman, Sridha Sridharan | Published: 2019-11-17
モデル性能評価
注意メカニズム
画像フォレンジック

Black-Box Adversarial Attack with Transferable Model-based Embedding

Authors: Zhichao Huang, Tong Zhang | Published: 2019-11-17 | Updated: 2020-01-05
敵対的サンプル
敵対的攻撃手法
知識移転性

The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural Networks

Authors: Yuheng Zhang, Ruoxi Jia, Hengzhi Pei, Wenxiao Wang, Bo Li, Dawn Song | Published: 2019-11-17 | Updated: 2020-04-18
プライバシー侵害
再構成攻撃
知識抽出手法

Robust Anomaly Detection and Backdoor Attack Detection Via Differential Privacy

Authors: Min Du, Ruoxi Jia, Dawn Song | Published: 2019-11-16
バックドア攻撃
プライバシー保護データマイニング
実験的検証

Defending Against Model Stealing Attacks with Adaptive Misinformation

Authors: Sanjay Kariyappa, Moinuddin K Qureshi | Published: 2019-11-16
敵対的サンプル
敵対的攻撃手法
防御手法の効果分析

Suspicion-Free Adversarial Attacks on Clustering Algorithms

Authors: Anshuman Chhabra, Abhishek Roy, Prasant Mohapatra | Published: 2019-11-16
モデル性能評価
数値安定性の問題
敵対的攻撃手法

DomainGAN: Generating Adversarial Examples to Attack Domain Generation Algorithm Classifiers

Authors: Isaac Corley, Jonathan Lwowski, Justin Hoffman | Published: 2019-11-14 | Updated: 2020-02-14
ボットネット検出
モデル性能評価
敵対的攻撃手法

There is Limited Correlation between Coverage and Robustness for Deep Neural Networks

Authors: Yizhen Dong, Peixin Zhang, Jingyi Wang, Shuang Liu, Jun Sun, Jianye Hao, Xinyu Wang, Li Wang, Jin Song Dong, Dai Ting | Published: 2019-11-14
モデル性能評価
敵対的サンプル
敵対的攻撃手法

Machine Learning Based Network Vulnerability Analysis of Industrial Internet of Things

Authors: Maede Zolanvari, Marcio A. Teixeira, Lav Gupta, Khaled M. Khan, Raj Jain | Published: 2019-11-13
バックドア攻撃
プロトコルの脆弱性や攻撃シナリオに関する議論
攻撃者の行動分析