文献データベース

Analyzing Privacy Leakage in Machine Learning via Multiple Hypothesis Testing: A Lesson From Fano

Authors: Chuan Guo, Alexandre Sablayrolles, Maziar Sanjabi | Published: 2022-10-24 | Updated: 2023-08-10
プライバシー保護
メンバーシップ推論
統計的仮説検定

Multi-SpacePhish: Extending the Evasion-space of Adversarial Attacks against Phishing Website Detectors using Machine Learning

Authors: Ying Yuan, Giovanni Apruzzese, Mauro Conti | Published: 2022-10-24 | Updated: 2023-10-12
ポイズニング
悪意のあるウェブサイト検出
攻撃シナリオ分析

On the Robustness of Dataset Inference

Authors: Sebastian Szyller, Rui Zhang, Jian Liu, N. Asokan | Published: 2022-10-24 | Updated: 2023-06-19
メンバーシップ推論
敵対的訓練
統計的仮説検定

Machine and Deep Learning for IoT Security and Privacy: Applications, Challenges, and Future Directions

Authors: Subrato Bharati, Prajoy Podder | Published: 2022-10-24
IoTセキュリティリスク
プライバシー保護
深層学習技術

Perfectly Secure Steganography Using Minimum Entropy Coupling

Authors: Christian Schroeder de Witt, Samuel Sokota, J. Zico Kolter, Jakob Foerster, Martin Strohmeier | Published: 2022-10-24 | Updated: 2023-10-30
プライバシー手法
透かし評価
通信モデル

Ares: A System-Oriented Wargame Framework for Adversarial ML

Authors: Farhan Ahmed, Pratik Vaishnavi, Kevin Eykholt, Amir Rahmati | Published: 2022-10-24
ポイズニング
報酬メカニズム設計
評価手法

Blockchain and Machine Learning for Fraud Detection: A Privacy-Preserving and Adaptive Incentive Based Approach

Authors: Tahmid Hasan Pranto, Kazi Tamzid Akhter Md Hasib, Tahsinur Rahman, AKM Bahalul Haque, A. K. M. Najmul Islam, Rashedur M. Rahman | Published: 2022-10-23
ブロックチェーンとFLの統合
不正取引
報酬メカニズム設計

Learning The Likelihood Test With One-Class Classifiers for Physical Layer Authentication

Authors: Francesco Ardizzon, Stefano Tomasin | Published: 2022-10-22 | Updated: 2024-08-04
データセット生成
モデル設計
通信モデル

The privacy issue of counterfactual explanations: explanation linkage attacks

Authors: Sofie Goethals, Kenneth Sörensen, David Martens | Published: 2022-10-21
カウンターファクチュアル説明
プライバシー侵害
評価手法

Evolution of Neural Tangent Kernels under Benign and Adversarial Training

Authors: Noel Loo, Ramin Hasani, Alexander Amini, Daniela Rus | Published: 2022-10-21
敵対的サンプル
敵対的攻撃手法
深層学習手法