João Durães

Performance Analysis of a Decentralized Federated Learning System for Spoken-Command Recognition: Resilience and Security Considerations

The results indicate that the DFL system achieves accuracy comparable to centralized baselines in most scenarios, and that a cross-node validation mechanism reliably excludes poisoned updates as long as fewer than half of the nodes are compromised, clarify both the promise and the current limitations of decentralized,...