ABBA neural networks: Coping with positivity, expressivity, and robustness
Published:
Introduced a class of neural-networks (i.e. ABBA) which can approximate any feed-forward structure using only positive weights. For this class, tight Lipschitz bounds can be computed and imposed, through which we trained robust networks that outperform standard AT at high perturbations. 