Escaping Saddle Points in Distributed Newton's Method with Communication Efficiency and Byzantine Resilience

Avishek Ghosh, Raj Kumar Maity, Arya Mazumdar +1

The problem of saddle-point avoidance for non-convex optimization is quite challenging in large scale distributed learning frameworks, such as Federated Learning, especially in the…