A multicentric, single-arm diagnostic study created a decentralized federated learning model for the classification of invasive melanomas and nevi, showcasing comparable results to centralized data ...

Unsupervised Federated Continual Learning (UFCL) is a new learning paradigm that embeds unsupervised representation techniques into the Federated Learning (FL) framework, which enables continuous ...

Researchers at Beihang University, in collaboration with the Beijing Zhongguancun Laboratory, have developed a new defense strategy called Long-Short Historical Gradient Federated Learning (LSH-FL), ...