AIセキュリティポータルbot

Practical Black-Box Attacks against Machine Learning

Authors: Nicolas Papernot, Patrick McDaniel, Ian Goodfellow, Somesh Jha, Z. Berkay Celik, Ananthram Swami | Published: 2016-02-08 | Updated: 2017-03-19
敵対的サンプル
敵対的攻撃
敵対的移転性

YOURPRIVACYPROTECTOR, A recommender system for privacy settings in social networks

Authors: Kambiz Ghazinour, Stan Matwin, Marina Sokolova | Published: 2016-02-05
データ収集
プライバシーリスク管理
プライバシー保護メカニズム

When Coding Style Survives Compilation: De-anonymizing Programmers from Executable Binaries

Authors: Aylin Caliskan, Fabian Yamaguchi, Edwin Dauber, Richard Harang, Konrad Rieck, Rachel Greenstadt, Arvind Narayanan | Published: 2015-12-28 | Updated: 2017-12-18
デジタルフォレンジック
プライバシーリスク管理
モデル性能評価

Using Data Analytics to Detect Anomalous States in Vehicles

Authors: Sandeep Nair Narayanan, Sudip Mittal, Anupam Joshi | Published: 2015-12-25
データ収集
モデル性能評価
モデル設計

Deep-Spying: Spying using Smartwatch and Deep Learning

Authors: Tony Beltramelli, Sebastian Risi | Published: 2015-12-17
データ収集
モデル性能評価
深層学習

A machine learning approach to anomaly-based detection on Android platforms

Authors: Joshua Abah, Waziri O. V, Abdullahi M. B, Arthur U. M, Adewale O. S | Published: 2015-12-13
データ収集
マルウェア検出
モデル性能評価

Where You Are Is Who You Are: User Identification by Matching Statistics

Authors: Farid M. Naini, Jayakrishnan Unnikrishnan, Patrick Thiran, Martin Vetterli | Published: 2015-12-09
データ収集
プライバシーリスク管理
プライバシー保護メカニズム

Explaining reviews and ratings with PACO: Poisson Additive Co-Clustering

Authors: Chao-Yuan Wu, Alex Beutel, Amr Ahmed, Alexander J. Smola | Published: 2015-12-06
クラスタリング手法
モデル設計
収束分析

The Limitations of Deep Learning in Adversarial Settings

Authors: Nicolas Papernot, Patrick McDaniel, Somesh Jha, Matt Fredrikson, Z. Berkay Celik, Ananthram Swami | Published: 2015-11-24
敵対的サンプル
敵対的サンプルの検知
深層学習モデル

Distillation as a Defense to Adversarial Perturbations against Deep Neural Networks

Authors: Nicolas Papernot, Patrick McDaniel, Xi Wu, Somesh Jha, Ananthram Swami | Published: 2015-11-14 | Updated: 2016-03-14
モデルの頑健性保証
敵対的サンプル
深層学習