Membership Inference

GRPO Privacy Is at Risk: A Membership Inference Attack Against Reinforcement Learning With Verifiable Rewards

Authors: Yule Liu, Heyi Zhang, Jinyi Zheng, Zhen Sun, Zifan Peng, Tianshuo Cong, Yilong Yang, Xinlei He, Zhuo Ma | Published: 2025-11-18
Privacy Technique
Membership Inference
Differential Privacy

Interpretable Ransomware Detection Using Hybrid Large Language Models: A Comparative Analysis of BERT, RoBERTa, and DeBERTa Through LIME and SHAP

Authors: Elodie Mutombo Ngoie, Mike Nkongolo Wa Nkongolo, Peace Azugo, Mahmut Tokmak | Published: 2025-11-17
Membership Inference
Deep Learning-Based IDS
Feature Selection Method

Model Inversion Attacks Meet Cryptographic Fuzzy Extractors

Authors: Mallika Prabhakar, Louise Xu, Prateek Saxena | Published: 2025-10-29
Membership Inference
Model Inversion
Defense Method

Traveling Salesman-Based Token Ordering Improves Stability in Homomorphically Encrypted Language Models

Authors: Donghwan Rho, Sieun Seo, Hyewon Sung, Chohong Min, Ernest K. Ryu | Published: 2025-10-14
Token Distribution Analysis
Membership Inference
Large Language Model

Synth-MIA: A Testbed for Auditing Privacy Leakage in Tabular Data Synthesis

Authors: Joshua Ward, Xiaofeng Lin, Chi-Hua Wang, Guang Cheng | Published: 2025-09-22
Privacy Analysis
Membership Inference
Differential Privacy

Membership Inference Attacks on LLM-based Recommender Systems

Authors: Jiajie He, Yuechun Gu, Min-Chun Chen, Keke Chen | Published: 2025-08-26
Privacy Design Principles
Prompt leaking
Membership Inference

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems

Authors: Marco Di Gennaro, Giovanni De Lucia, Stefano Longari, Stefano Zanero, Michele Carminati | Published: 2025-06-09
データ再構築攻撃
Privacy Enhancing Technology
Membership Inference

A Survey On Secure Machine Learning

Authors: Taobo Liao, Taoran Li, Prathamesh Nadkarni | Published: 2025-05-21
Privacy Assessment
Membership Inference
暗号化スキームの詳細

MCMC for Bayesian estimation of Differential Privacy from Membership Inference Attacks

Authors: Ceren Yildirim, Kamer Kaya, Sinan Yildirim, Erkay Savas | Published: 2025-04-23
Privacy-Preserving Data Mining
Membership Inference
Watermark

TVineSynth: A Truncated C-Vine Copula Generator of Synthetic Tabular Data to Balance Privacy and Utility

Authors: Elisabeth Griesbauer, Claudia Czado, Arnoldo Frigessi, Ingrid Hobæk Haff | Published: 2025-03-20
Data Generation
Privacy-Preserving Machine Learning
Membership Inference