I am happy to announce that I have one paper accepted to NeurIPS 2024 on a novel class of functions that neural networks represent. This class contains functions with saddles and local minima in contrast to previous works. This is a joint work with Niccolò Ajroldi , Antonio Orvieto, and Aurelien Lucchi. It will be soon available on arXiv.