PoCQ: Proof of Contribution Quality as a Lightweight Blockchain Consensus for Secure Federated Learning

Sudad Abed, Nasser Sabar, Abdun Mahmood +1

Decentralized Federated Learning (FL) removes reliance on centralized coordinators but remains vulnerable to model poisoning, unreliable validation, and high validation overhead. T…