ConvNets Landscape Convergence: Hessian-Based Analysis of Matricized Networks

This paper introduces a method for estimating the Hessian matrix norm in convolutional neural networks, offering insights into the loss landscape’s local behaviour, supported by empirical convergence analysis.

December 2024 · Vladislav Meshkov, Nikita Kiselev, Andrey Grabovoy