データ漏洩

ProPILE: Probing Privacy Leakage in Large Language Models

Authors: Siwon Kim, Sangdoo Yun, Hwaran Lee, Martin Gubri, Sungroh Yoon, Seong Joon Oh | Published: 2023-07-04
データ漏洩
プライバシー侵害
プロンプティング戦略

Overconfidence is a Dangerous Thing: Mitigating Membership Inference Attacks by Enforcing Less Confident Prediction

Authors: Zitao Chen, Karthik Pattabiraman | Published: 2023-07-04
セキュリティ保証
データ漏洩
メンバーシップ推論

Distribution inference risks: Identifying and mitigating sources of leakage

Authors: Valentin Hartmann, Léo Meynent, Maxime Peyrard, Dimitrios Dimitriadis, Shruti Tople, Robert West | Published: 2022-09-18
データ漏洩
メンバーシップ推論
情報漏洩の原因

Approximate Data Deletion in Generative Models

Authors: Zhifeng Kong, Scott Alfeld | Published: 2022-06-29
アルゴリズム設計
データ漏洩
仮説検定

Leaked-Web: Accurate and Efficient Machine Learning-Based Website Fingerprinting Attack through Hardware Performance Counters

Authors: Han Wang | Published: 2021-10-04
データ漏洩
フィンガープリンティング手法
性能評価

Machine-Learning Side-Channel Attacks on the GALACTICS Constant-Time Implementation of BLISS

Authors: Soundes Marzougui, Nils Wisiol, Patrick Gersch, Juliane Krämer, Jean-Pierre Seifert | Published: 2021-09-20 | Updated: 2022-06-08
アルゴリズム
サイバーセキュリティ
データ漏洩

Formalizing and Estimating Distribution Inference Risks

Authors: Anshuman Suri, David Evans | Published: 2021-09-13 | Updated: 2022-07-05
データ漏洩
メンバーシップ推論
敵対的学習

Longitudinal Compliance Analysis of Android Applications with Privacy Policies

Authors: Saad Sajid Hashmi, Nazar Waheed, Gioacchino Tangari, Muhammad Ikram, Stephen Smith | Published: 2021-06-18 | Updated: 2021-07-28
データ収集
データ漏洩
プライバシー保護技術

Information Theoretic Evaluation of Privacy-Leakage, Interpretability, and Transferability for Trustworthy AI

Authors: Mohit Kumar, Bernhard A. Moser, Lukas Fischer, Bernhard Freudenthaler | Published: 2021-06-06 | Updated: 2022-04-12
データ漏洩
プライバシー保護技術
情報理論的評価

Machine Learning Interpretability Meets TLS Fingerprinting

Authors: Mahdi Jafari Siavoshani, Amir Hossein Khajepour, Amirmohammad Ziaei, Amir Ali Gatmiri, Ali Taheri | Published: 2020-11-12 | Updated: 2021-09-12
データ漏洩
モデル性能評価
深層学習に基づくIDS