Maksim Kitsak

Vanishing Variance Problem in Fully Decentralized Neural-Network Systems

2024 · arXiv (Cornell University)

Federated learning and gossip learning are emerging methodologies designed to mitigate data privacy concerns by retaining training data on client devices and exclusively sharing locally-trained machine learning (ML) models with others. The primary distinction between …