モデル抽出攻撃

Black-box Adversarial Attacks with Limited Queries and Information

Authors: Andrew Ilyas, Logan Engstrom, Anish Athalye, Jessy Lin | Published: 2018-04-23 | Updated: 2018-07-11
モデル抽出攻撃
敵対的サンプル
敵対的攻撃手法

The Challenges in SDN/ML Based Network Security : A Survey

Authors: Tam N. Nguyen | Published: 2018-04-08 | Updated: 2018-04-14
SDNセキュリティソリューション
モデル抽出攻撃
異常検知手法

A Dynamic-Adversarial Mining Approach to the Security of Machine Learning

Authors: Tegjyot Singh Sethi, Mehmed Kantardzic, Lingyu Lyua, Jiashun Chen | Published: 2018-03-24
モデル抽出攻撃
モデル抽出攻撃の検知
敵対的学習

Stealing Hyperparameters in Machine Learning

Authors: Binghui Wang, Neil Zhenqiang Gong | Published: 2018-02-14 | Updated: 2019-09-07
プライバシー保護機械学習
モデル抽出攻撃
最適化戦略

Model Extraction Warning in MLaaS Paradigm

Authors: Manish Kesarwani, Bhaskar Mukhoty, Vijay Arya, Sameep Mehta | Published: 2017-11-20
モデル抽出攻撃
モデル抽出攻撃の検知
情報漏洩分析

Towards Reverse-Engineering Black-Box Neural Networks

Authors: Seong Joon Oh, Max Augustin, Bernt Schiele, Mario Fritz | Published: 2017-11-06 | Updated: 2018-02-14
バックドアモデルの検知
メンバーシップ推論
モデル抽出攻撃

Machine Learning Models that Remember Too Much

Authors: Congzheng Song, Thomas Ristenpart, Vitaly Shmatikov | Published: 2017-09-22
プライバシー保護メカニズム
プライバシー漏洩
モデル抽出攻撃

Practical Machine Learning for Cloud Intrusion Detection: Challenges and the Way Forward

Authors: Ram Shankar Siva Kumar, Andrew Wicker, Matt Swann | Published: 2017-09-20
モデル抽出攻撃
攻撃検出
機械学習技術

Improving Robustness of ML Classifiers against Realizable Evasion Attacks Using Conserved Features

Authors: Liang Tong, Bo Li, Chen Hajaj, Chaowei Xiao, Ning Zhang, Yevgeniy Vorobeychik | Published: 2017-08-28 | Updated: 2019-05-10
モデル抽出攻撃
ロバスト性分析
敵対的学習

Modular Learning Component Attacks: Today’s Reality, Tomorrow’s Challenge

Authors: Xinyang Zhang, Yujie Ji, Ting Wang | Published: 2017-08-25
モデル抽出攻撃
ロジックロッキング
攻撃手法