Resilience of Federated Healthcare Learning to Compromised and Unavailable Hospitals

Problem statement

Healthcare FL systems must remain useful when institutions drop out, become unavailable or submit corrupted updates.

Objective

Simulate dropout and malicious-client scenarios, then test whether thresholds and robust aggregation improve resilience.

Student focus

  • Federated learning
  • Attacks/defenses
  • Healthcare simulation
Tags: Cybersecurity, Cyberphysical
Published Oct. 13, 2026 11:53 AM - Last modified Oct. 13, 2026 11:53 AM

Supervisor(s)

Scope (credits)

30