Exploring Covert Attacks and Defense in Federated Learning Systems

This blog delves into covert attacks and defense mechanisms in federated learning. We systematically review existing literature, design robust algorithms, implement detection techniques, and validate their effectiveness in real-world scenarios, particularly in healthcare and finance, ensuring a comprehensive understanding of this critical area in machine learning.

5/8/20241 min read

A group of security cameras mounted on a black pole stands in front of a geometric concrete building. The cameras are pointed in different directions, and a pigeon flies in the background against a partly cloudy sky.
A group of security cameras mounted on a black pole stands in front of a geometric concrete building. The cameras are pointed in different directions, and a pigeon flies in the background against a partly cloudy sky.

Federated Learning Defense