Privacy Protection Method

Adversarial Robustness in Unsupervised Machine Learning: A Systematic Review

Authors: Mathias Lundteigen Mohus, Jinyue Li | Published: 2023-06-01
Privacy Protection Method
Poisoning
Adversarial Attack Methods

A Note On Interpreting Canary Exposure

Authors: Matthew Jagielski | Published: 2023-05-31 | Updated: 2023-06-02
Privacy Protection Method
Membership Inference
Watermark Evaluation

Inferring Private Personal Attributes of Virtual Reality Users from Head and Hand Motion Data

Authors: Vivek Nair, Christian Rack, Wenbo Guo, Rui Wang, Shuixian Li, Brandon Huang, Atticus Cull, James F. O'Brien, Marc Latoschik, Louis Rosenberg, Dawn Song | Published: 2023-05-30 | Updated: 2023-06-10
Sampling Method
Privacy Protection Method
Machine Learning Method

Membership Inference Attacks against Language Models via Neighbourhood Comparison

Authors: Justus Mattern, Fatemehsadat Mireshghallah, Zhijing Jin, Bernhard Schölkopf, Mrinmaya Sachan, Taylor Berg-Kirkpatrick | Published: 2023-05-29 | Updated: 2023-08-07
LLM Performance Evaluation
Privacy Protection Method
Defense Method

LLMs Can Understand Encrypted Prompt: Towards Privacy-Computing Friendly Transformers

Authors: Xuanqi Liu, Zhuotao Liu | Published: 2023-05-28 | Updated: 2023-12-15
DNN IP Protection Method
LLM Performance Evaluation
Privacy Protection Method

Improved Privacy-Preserving PCA Using Optimized Homomorphic Matrix Multiplication

Authors: Xirong Ma | Published: 2023-05-27 | Updated: 2023-08-17
Privacy Protection Method
Convergence Property
Encryption Method

Evaluating Privacy Leakage in Split Learning

Authors: Xinchi Qiu, Ilias Leontiadis, Luca Melis, Alex Sablayrolles, Pierre Stock | Published: 2023-05-22 | Updated: 2024-01-19
Privacy Violation
Privacy Protection Method
Attack Method

Quantifying Association Capabilities of Large Language Models and Its Implications on Privacy Leakage

Authors: Hanyin Shao, Jie Huang, Shen Zheng, Kevin Chen-Chuan Chang | Published: 2023-05-22 | Updated: 2024-02-09
LLM Performance Evaluation
Privacy Violation
Privacy Protection Method

In the Name of Fairness: Assessing the Bias in Clinical Record De-identification

Authors: Yuxin Xiao, Shulammite Lim, Tom Joseph Pollard, Marzyeh Ghassemi | Published: 2023-05-18 | Updated: 2024-01-03
Privacy Protection Method
Fairness evaluation
Threats of Medical AI

Quadratic Functional Encryption for Secure Training in Vertical Federated Learning

Authors: Shuangyi Chen, Anuja Modi, Shweta Agrawal, Ashish Khisti | Published: 2023-05-15 | Updated: 2023-06-19
DNN IP Protection Method
Training Protocol
Privacy Protection Method