AIセキュリティポータルbot

Pyramid: Enhancing Selectivity in Big Data Protection with Count Featurization

Authors: Mathias Lecuyer, Riley Spahn, Roxana Geambasu, Tzu-Kuo Huang, Siddhartha Sen | Published: 2017-05-21
データ保護
プライバシー保護メカニズム
プライバシー問題

Ensemble Adversarial Training: Attacks and Defenses

Authors: Florian Tramèr, Alexey Kurakin, Nicolas Papernot, Ian Goodfellow, Dan Boneh, Patrick McDaniel | Published: 2017-05-19 | Updated: 2020-04-26
モデルの頑健性保証
モデル抽出攻撃
深層学習

Delving into adversarial attacks on deep policies

Authors: Jernej Kos, Dawn Song | Published: 2017-05-18
モデルの頑健性保証
ロバスト性
防御手法

A lightweight MapReduce framework for secure processing with SGX

Authors: Rafael Pires, Daniel Gavril, Pascal Felber, Emanuel Onica, Marcelo Pasin | Published: 2017-05-16
データ駆動型クラスタリング
パフォーマンス評価
プライバシー保護アルゴリズム

Distributed Statistical Machine Learning in Adversarial Settings: Byzantine Gradient Descent

Authors: Yudong Chen, Lili Su, Jiaming Xu | Published: 2017-05-16 | Updated: 2017-10-23
モデル性能評価
ロバスト性
分散学習

Extending Defensive Distillation

Authors: Nicolas Papernot, Patrick McDaniel | Published: 2017-05-15
ロバスト性
敵対的サンプル
防御手法

Musical Instrument Recognition Using Their Distinctive Characteristics in Artificial Neural Networks

Authors: Babak Toghiani-Rizi, Marcus Windmark | Published: 2017-05-14
データセット評価
特徴抽出手法
音声強化技術

PerfWeb: How to Violate Web Privacy with Hardware Performance Events

Authors: Berk Gulmezoglu, Andreas Zankl, Thomas Eisenbarth, Berk Sunar | Published: 2017-05-12
パフォーマンス評価
モデル性能評価
ユーザー活動解析

Hate is not Binary: Studying Abusive Behavior of #GamerGate on Twitter

Authors: Despoina Chatzakou, Nicolas Kourtellis, Jeremy Blackburn, Emiliano De Cristofaro, Gianluca Stringhini, Athena Vakali | Published: 2017-05-09
スパムユーザー検出
ユーザー活動解析
感情分析

Keeping the Bad Guys Out: Protecting and Vaccinating Deep Learning with JPEG Compression

Authors: Nilaksh Das, Madhuri Shanbhogue, Shang-Tse Chen, Fred Hohman, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2017-05-08
モデルの堅牢性
モデルの頑健性保証
防御メカニズム