A Blockchain-Federated Learning Framework for Privacy-Preserving Medical Image Analysis with Adaptive Differential Privacy and Zero-Knowledge Proof Aggregation
Abstract Federated learning with blockchain technology is a promising domains to facilitate privacy-sensitive collaborative intelligence in the domain of medical imaging. Traditional federated learning systems are affected by several classes of vulnerabilities, including dependence on a single aggregator, susceptibilit...