Loss Barcode: A Topological Measure of Escapability in Loss Landscapes

Serguei Barannikov, Daria Voronkova, Alexander Mironenko +4

Neural network training is commonly based on SGD. However, the understanding of SGD's ability to converge to good local minima, given the non-convex nature of loss functions and th…