文献データベース

Beyond Explainability: Leveraging Interpretability for Improved Adversarial Learning

Authors: Devinder Kumar, Ibrahim Ben-Daya, Kanav Vats, Jeffery Feng, Graham Taylor and, Alexander Wong | Published: 2019-04-21
攻撃の評価
敵対的訓練
機械学習技術

Android Malicious Application Classification Using Clustering

Authors: Hemant Rathore, Sanjay K. Sahay, Palash Chaturvedi, Mohit Sewak | Published: 2019-04-21
データセット分析
マルウェア検出
機械学習アルゴリズム

Privacy-Enhancing Context Authentication from Location-Sensitive Data

Authors: Pradip Mainali, Carlton Shepherd, Fabien A. P. Petitcolas | Published: 2019-04-18 | Updated: 2019-07-10
データ保護手法
プライバシー保護
認証技術

Intrusion Detection Mechanism Using Fuzzy Rule Interpolation

Authors: Mohammad Almseidin, Szilveszter Kovacs | Published: 2019-04-18
DDoS攻撃
ファジィシステム
侵入検知システム

Gotta Catch ‘Em All: Using Honeypots to Catch Adversarial Attacks on Neural Networks

Authors: Shawn Shan, Emily Wenger, Bolun Wang, Bo Li, Haitao Zheng, Ben Y. Zhao | Published: 2019-04-18 | Updated: 2020-09-28
トラップドア防御
バックドア攻撃
敵対的移転性

ZK-GanDef: A GAN based Zero Knowledge Adversarial Training Defense for Neural Networks

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2019-04-17
敵対的サンプル
敵対的学習
機械学習手法

Defensive Quantization: When Efficiency Meets Robustness

Authors: Ji Lin, Chuang Gan, Song Han | Published: 2019-04-17
敵対的学習
敵対的攻撃検出
量子化ニューラルネットワーク

Adversarial Defense Through Network Profiling Based Path Extraction

Authors: Yuxian Qiu, Jingwen Leng, Cong Guo, Quan Chen, Chao Li, Minyi Guo, Yuhao Zhu | Published: 2019-04-17 | Updated: 2019-05-09
モデル性能評価
敵対的攻撃検出
深層学習

Helping IT and OT Defenders Collaborate

Authors: Glenn A. Fink, Penny McKenzie | Published: 2019-04-16
CPSの制御モデル
データ収集
機械学習手法

Are Self-Driving Cars Secure? Evasion Attacks against Deep Neural Networks for Steering Angle Prediction

Authors: Alesia Chernikova, Alina Oprea, Cristina Nita-Rotaru, BaekGyu Kim | Published: 2019-04-15
敵対的学習
敵対的攻撃検出
深層学習