Membership Inference

GraphGuard: Detecting and Counteracting Training Data Misuse in Graph Neural Networks

Authors: Bang Wu, He Zhang, Xiangwen Yang, Shuo Wang, Minhui Xue, Shirui Pan, Xingliang Yuan | Published: 2023-12-13
Graph Neural Network
Data Privacy Assessment
Membership Inference
2023.12.13 2025.05.28
Literature Database

Low-Cost High-Power Membership Inference Attacks

Authors: Sajjad Zarifzadeh, Philippe Liu, Reza Shokri | Published: 2023-12-06 | Updated: 2024-06-12
Membership Inference
Low-Cost Membership Inference Method
Attack Method
2023.12.06 2025.05.28
Literature Database

MIA-BAD: An Approach for Enhancing Membership Inference Attack and its Mitigation with Federated Learning

Authors: Soumya Banerjee, Sandip Roy, Sayyed Farid Ahamed, Devin Quinn, Marc Vucovich, Dhruv Nandakumar, Kevin Choi, Abdul Rahman, Edward Bowen, Sachin Shetty | Published: 2023-11-28
Privacy Protection Method
Membership Inference
Federated Learning
2023.11.28 2025.05.28
Literature Database

PrivateLoRA For Efficient Privacy Preserving LLM

Authors: Yiming Wang, Yu Lin, Xiaodong Zeng, Guannan Zhang | Published: 2023-11-23
Training Protocol
Privacy Protection
Membership Inference
2023.11.23 2025.05.28
Literature Database

Watermarking Vision-Language Pre-trained Models for Multi-modal Embedding as a Service

Authors: Yuanmin Tang, Jing Yu, Keke Gai, Xiangyan Qu, Yue Hu, Gang Xiong, Qi Wu | Published: 2023-11-10
Data Privacy Assessment
Membership Inference
Copyright Trap
2023.11.10 2025.05.28
Literature Database

Army of Thieves: Enhancing Black-Box Model Extraction via Ensemble based sample selection

Authors: Akshit Jindal, Vikram Goyal, Saket Anand, Chetan Arora | Published: 2023-11-08
Data Selection Strategy
Membership Inference
Improvement of Learning
2023.11.08 2025.05.28
Literature Database

Locally Differentially Private Document Generation Using Zero Shot Prompting

Authors: Saiteja Utpala, Sara Hooker, Pin Yu Chen | Published: 2023-10-24 | Updated: 2023-11-30
Privacy Technique
Prompt Injection
Membership Inference
2023.10.24 2025.05.28
Literature Database

Fundamental Limits of Membership Inference Attacks on Machine Learning Models

Authors: Eric Aubinais, Elisabeth Gassiat, Pablo Piantanida | Published: 2023-10-20 | Updated: 2025-05-12
Membership Inference
Adversarial attack
Machine Learning Method
2023.10.20 2025.05.28
Literature Database

SecurityNet: Assessing Machine Learning Vulnerabilities on Public Models

Authors: Boyang Zhang, Zheng Li, Ziqing Yang, Xinlei He, Michael Backes, Mario Fritz, Yang Zhang | Published: 2023-10-19
Membership Inference
Model Extraction Attack
Attack Evaluation
2023.10.19 2025.05.28
Literature Database

A Comprehensive Study of Privacy Risks in Curriculum Learning

Authors: Joann Qiongna Chen, Xinlei He, Zheng Li, Yang Zhang, Zhou Li | Published: 2023-10-16
Membership Inference
Model Performance Evaluation
Attack Method
2023.10.16 2025.05.28
Literature Database
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