Camille Castera

Inertial Newton Algorithms Avoiding Strict Saddle Points

2021 · arXiv (Cornell University)

We study the asymptotic behavior of second-order algorithms mixing Newton's method and inertial gradient descent in non-convex landscapes. We show that, despite the Newtonian behavior of these methods, they almost always escape strict saddle points. …