Florian Rossmannek

Landscape analysis for shallow ReLU neural networks: complete classification of critical points for affine target functions.

2021 · arXiv (Cornell University)

In this paper, we analyze the landscape of the true loss of a ReLU neural network with one hidden layer. We provide a complete classification of the critical points in the case where the target …

Stochastic dynamics learning with state-space systems

2026 · Mathematical Models and Methods in Applied Sciences

This work advances the theoretical foundations of reservoir computing (RC) by providing a unified treatment of fading memory and the echo state property (ESP) in both deterministic and stochastic settings. We investigate state-space systems, a …