Membership Inference

Resilience in Knowledge Graph Embeddings

Authors: Arnab Sharma, N'Dah Jean Kouagou, Axel-Cyrille Ngonga Ngomo | Published: 2024-10-28
Membership Inference
Defense Method

Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings

Authors: Hossein Mirzaei, Mackenzie W. Mathis | Published: 2024-10-14 | Updated: 2025-01-26
Membership Inference
Adversarial Training

MergePrint: Robust Fingerprinting against Merging Large Language Models

Authors: Shojiro Yamabe, Tsubasa Takahashi, Futa Waseda, Koki Wataoka | Published: 2024-10-11
Membership Inference
Optimization Problem

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
LLM Performance Evaluation
Membership Inference

FRIDA: Free-Rider Detection using Privacy Attacks

Authors: Pol G. Recasens, Ádám Horváth, Alberto Gutierrez-Torre, Jordi Torres, Josep Ll. Berral, Balázs Pejó | Published: 2024-10-07
FR Detection Mechanism
Membership Inference

Order of Magnitude Speedups for LLM Membership Inference

Authors: Rongting Zhang, Martin Bertran, Aaron Roth | Published: 2024-09-22 | Updated: 2024-09-24
LLM Security
Membership Inference
Low-Cost Membership Inference Method

Context-Aware Membership Inference Attacks against Pre-trained Large Language Models

Authors: Hongyan Chang, Ali Shahin Shamsabadi, Kleomenis Katevas, Hamed Haddadi, Reza Shokri | Published: 2024-09-11
LLM Security
Membership Inference
Attack Method

Understanding Data Importance in Machine Learning Attacks: Does Valuable Data Pose Greater Harm?

Authors: Rui Wen, Michael Backes, Yang Zhang | Published: 2024-09-05
Backdoor Attack
Privacy Protection Method
Membership Inference

Membership Inference Attacks Against In-Context Learning

Authors: Rui Wen, Zheng Li, Michael Backes, Yang Zhang | Published: 2024-09-02
Prompt Injection
Membership Inference
Attack Method

Is Difficulty Calibration All We Need? Towards More Practical Membership Inference Attacks

Authors: Yu He, Boheng Li, Yao Wang, Mengda Yang, Juan Wang, Hongxin Hu, Xingyu Zhao | Published: 2024-08-31 | Updated: 2024-09-04
Membership Inference
Attack Method
Difficulty Calibration