AIセキュリティポータルbot

Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

Authors: Balaji Lakshminarayanan, Alexander Pritzel, Charles Blundell | Published: 2016-12-05 | Updated: 2017-11-04
不確実性の定量化
性能評価指標
深層学習手法

N-gram Opcode Analysis for Android Malware Detection

Authors: BooJoong Kang, Suleiman Y. Yerima, Sakir Sezer, Kieran McLaughlin | Published: 2016-12-05
データセット分析
バイナリ分類器
特徴選択手法

I Spy with My Little Eye: Analysis and Detection of Spying Browser Extensions

Authors: Anupama Aggarwal, Bimal Viswanath, Saravana Kumar, Ayush Shah, Liang Zhang, Ponnurangam Kumaraguru | Published: 2016-12-02 | Updated: 2018-05-03
APIセキュリティ
スパイ拡張検出
プライバシー分析

A Theoretical Framework for Robustness of (Deep) Classifiers against Adversarial Examples

Authors: Beilun Wang, Ji Gao, Yanjun Qi | Published: 2016-12-01 | Updated: 2017-09-27
敵対的学習
特徴重要性分析
防御手法

Combining Deep Reinforcement Learning and Safety Based Control for Autonomous Driving

Authors: Xi Xiong, Jianqiang Wang, Fang Zhang, Keqiang Li | Published: 2016-12-01
フェールセーフ機構
強化学習アルゴリズム
深層学習手法

Hierarchical Online Intrusion Detection for SCADA Networks

Authors: Hongrui Wang, Tao Lu, Xiaodai Dong, Peixue Li, Michael Xie | Published: 2016-11-28
セキュリティ情報管理
特徴重要性分析
防御手法

“Influence Sketching”: Finding Influential Samples In Large-Scale Regressions

Authors: Mike Wojnowicz, Ben Cruz, Xuan Zhao, Brian Wallace, Matt Wolff, Jay Luan, Caleb Crable | Published: 2016-11-17 | Updated: 2017-03-23
データキュレーション
モデル識別
高次元データ分析

AdversariaLib: An Open-source Library for the Security Evaluation of Machine Learning Algorithms Under Attack

Authors: Igino Corona, Battista Biggio, Davide Maiorca | Published: 2016-11-15
セキュリティAPIの誤用
プライバシー保護
ポイズニング

Practical Secure Aggregation for Federated Learning on User-Held Data

Authors: Keith Bonawitz, Vladimir Ivanov, Ben Kreuter, Antonio Marcedone, H. Brendan McMahan, Sarvar Patel, Daniel Ramage, Aaron Segal, Karn Seth | Published: 2016-11-14
セキュアアグリゲーション
プライバシー保護機械学習
連合学習

Responses to Critiques on Machine Learning of Criminality Perceptions (Addendum of arXiv:1611.04135)

Authors: Xiaolin Wu, Xi Zhang | Published: 2016-11-13 | Updated: 2017-05-26
犯罪予測
画像をAIにより分析し、個人情報を推測する攻撃
画像処理