Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study
Authors: Eric Aubinais, Philippe Formont, Pablo Piantanida, Elisabeth Gassiat | Published: 2025-02-10
Membership Inference
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
Intermediate Outputs Are More Sensitive Than You Think
Authors: Tao Huang, Qingyu Huang, Jiayang Meng | Published: 2024-12-01
LUMIA: Linear probing for Unimodal and MultiModal Membership Inference Attacks leveraging internal LLM states
Authors: Luis Ibanez-Lissen, Lorena Gonzalez-Manzano, Jose Maria de Fuentes, Nicolas Anciaux, Joaquin Garcia-Alfaro | Published: 2024-11-29 | Updated: 2025-01-10
Free Record-Level Privacy Risk Evaluation Through Artifact-Based Methods
Authors: Joseph Pollock, Igor Shilov, Euodia Dodd, Yves-Alexandre de Montjoye | Published: 2024-11-08 | Updated: 2025-06-12
Resilience in Knowledge Graph Embeddings
Authors: Arnab Sharma, N'Dah Jean Kouagou, Axel-Cyrille Ngonga Ngomo | Published: 2024-10-28
Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings
Authors: Hossein Mirzaei, Mackenzie W. Mathis | Published: 2024-10-14 | Updated: 2025-01-26
MergePrint: Robust Fingerprinting against Merging Large Language Models
Authors: Shojiro Yamabe, Tsubasa Takahashi, Futa Waseda, Koki Wataoka | Published: 2024-10-11
Detecting Training Data of Large Language Models via Expectation Maximization
Authors: Gyuwan Kim, Yang Li, Evangelia Spiliopoulou, Jie Ma, Miguel Ballesteros, William Yang Wang | Published: 2024-10-10 | Updated: 2025-04-21