AIセキュリティポータルbot

Crafting Adversarial Input Sequences for Recurrent Neural Networks

Authors: Nicolas Papernot, Patrick McDaniel, Ananthram Swami, Richard Harang | Published: 2016-04-28
敵対的サンプル
敵対的攻撃
深層学習

Finding Common Characteristics Among NBA Playoff and Championship Teams: A Machine Learning Approach

Authors: Ikjyot Singh Kohli | Published: 2016-04-18 | Updated: 2017-04-03
モデル性能評価
決定木
特徴重要度分析

A General Retraining Framework for Scalable Adversarial Classification

Authors: Bo Li, Yevgeniy Vorobeychik, Xinyun Chen | Published: 2016-04-09 | Updated: 2016-11-26
敵対的学習
敵対的攻撃
敵対的訓練

Towards Seamless Tracking-Free Web: Improved Detection of Trackers via One-class Learning

Authors: Muhammad Ikram, Hassan Jameel Asghar, Mohamed Ali Kaafar, Balachander Krishnamurthy, Anirban Mahanti | Published: 2016-03-20
データ収集
プライバシーリスク管理
モデル性能評価

A Survey of Stealth Malware: Attacks, Mitigation Measures, and Steps Toward Autonomous Open World Solutions

Authors: Ethan M. Rudd, Andras Rozsa, Manuel Günther, Terrance E. Boult | Published: 2016-03-19 | Updated: 2016-12-02
デジタルフォレンジック
マルウェア検出
モデル抽出攻撃

Communication-Efficient Learning of Deep Networks from Decentralized Data

Authors: H. Brendan McMahan, Eider Moore, Daniel Ramage, Seth Hampson, Blaise Agüera y Arcas | Published: 2016-02-17 | Updated: 2023-01-26
深層学習手法
通信コスト削減
連合学習

“Why Should I Trust You?”: Explaining the Predictions of Any Classifier

Authors: Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin | Published: 2016-02-16 | Updated: 2016-08-09
XAI(説明可能なAI)
特徴重要度分析
説明可能な機械学習

Secure Approximation Guarantee for Cryptographically Private Empirical Risk Minimization

Authors: Toshiyuki Takada, Hiroyuki Hanada, Yoshiji Yamada, Jun Sakuma, Ichiro Takeuchi | Published: 2016-02-15
セキュアな通信チャネル
プライバシー保護機械学習
暗号化プロトコル

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