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
メンバーシップ推論
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
Membership Inference Attacks on LLM-based Recommender Systems
Authors: Jiajie He, Yuechun Gu, Min-Chun Chen, Keke Chen | Published: 2025-08-26
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
A Survey On Secure Machine Learning
Authors: Taobo Liao, Taoran Li, Prathamesh Nadkarni | Published: 2025-05-21
MCMC for Bayesian estimation of Differential Privacy from Membership Inference Attacks
Authors: Ceren Yildirim, Kamer Kaya, Sinan Yildirim, Erkay Savas | Published: 2025-04-23
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
Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study
Authors: Eric Aubinais, Philippe Formont, Pablo Piantanida, Elisabeth Gassiat | Published: 2025-02-10
Riddle Me This! Stealthy Membership Inference for Retrieval-Augmented Generation
Authors: Ali Naseh, Yuefeng Peng, Anshuman Suri, Harsh Chaudhari, Alina Oprea, Amir Houmansadr | Published: 2025-02-01 | Updated: 2025-06-30
Smoothed Embeddings for Robust Language Models
Authors: Ryo Hase, Md Rafi Ur Rashid, Ashley Lewis, Jing Liu, Toshiaki Koike-Akino, Kieran Parsons, Ye Wang | Published: 2025-01-27