Detecting Privacy and Security Errors in Federated Learning Frameworks

Posted: Aug. 2025 - Present
Abstract

Detecting Privacy and Security Errors in Federated Learning Frameworks.

Detecting Privacy and Security Errors in Federated Learning Frameworks

Introduction

Responsibility

  • Conducting a large-scale empirical study of privacy and security bugs in open-source FL frameworks
  • Applying invariant checking and deterministic replay to identify and reproduce privacy violations