攻撃タイプ

A Framework for Evaluating Gradient Leakage Attacks in Federated Learning

Authors: Wenqi Wei, Ling Liu, Margaret Loper, Ka-Ho Chow, Mehmet Emre Gursoy, Stacey Truex, Yanzhao Wu | Published: 2020-04-22 | Updated: 2020-04-23
プライバシー保護技術
ポイズニング
攻撃タイプ

Advanced Evasion Attacks and Mitigations on Practical ML-Based Phishing Website Classifiers

Authors: Yusi Lei, Sen Chen, Lingling Fan, Fu Song, Yang Liu | Published: 2020-04-15
プロンプトインジェクション
攻撃タイプ
防御手法

Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning

Authors: Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiaojin Zhu, Adish Singla | Published: 2020-03-28 | Updated: 2020-08-19
報酬の毒性
強化学習
攻撃タイプ

Survey of Attacks and Defenses on Edge-Deployed Neural Networks

Authors: Mihailo Isakov, Vijay Gadepally, Karen M. Gettings, Michel A. Kinsy | Published: 2019-11-27
プライバシー保護データマイニング
攻撃タイプ
脆弱性分析

Local Model Poisoning Attacks to Byzantine-Robust Federated Learning

Authors: Minghong Fang, Xiaoyu Cao, Jinyuan Jia, Neil Zhenqiang Gong | Published: 2019-11-26 | Updated: 2021-11-21
ポイズニング
モデル性能評価
攻撃タイプ

Assessing Supply Chain Cyber Risks

Authors: Alberto Redondo, Alberto Torres-Barrán, David Ríos Insua, Jordi Domingo | Published: 2019-11-26
リスク管理
情報セキュリティ
攻撃タイプ

Network Intrusion Detection based on LSTM and Feature Embedding

Authors: Hyeokmin Gwon, Chungjun Lee, Rakun Keum, Heeyoul Choi | Published: 2019-11-26
攻撃タイプ
機械学習の応用
深層学習に基づくIDS

The Naked Sun: Malicious Cooperation Between Benign-Looking Processes

Authors: Fabio De Gaspari, Dorjan Hitaj, Giulio Pagnotta, Lorenzo De Carli, Luigi V. Mancini | Published: 2019-11-06
プロセス分割手法
攻撃タイプ
攻撃検出

On Inferring Training Data Attributes in Machine Learning Models

Authors: Benjamin Zi Hao Zhao, Hassan Jameel Asghar, Raghav Bhaskar, Mohamed Ali Kaafar | Published: 2019-08-28 | Updated: 2019-10-12
メンバーシップ推論
属性開示リスク
攻撃タイプ

Detection of Backdoors in Trained Classifiers Without Access to the Training Set

Authors: Zhen Xiang, David J. Miller, George Kesidis | Published: 2019-08-27 | Updated: 2020-08-19
バックドア攻撃
攻撃タイプ
敵対的攻撃検出