Membership Inference Attacks From First Principles

Summary

Membership inference attacks from first principles In this lecture, we focus on privacy risks in machine learning models with emphasis on Federated Learning (FL) is a decentralized machine learning approach that addresses the limitations of traditional centralized ... Authors: Jan Dubiński; Antoni Kowalczuk; Stanisław Pawlak; Przemyslaw Rokita; Tomasz Trzciński; Paweł Morawiecki ... UCL Information Security Research Seminar on 10.02.22 Abstract: A IEEE Security and Privacy 2017 Hacking conference For those releasing LLMs into the wild, the data it was trained on is their secret sauce. As an example, the data used to train ...