The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks

Alexander Bastounis, Anders C Hansen, Verner Vlačić

The unprecedented success of deep learning (DL) makes it unchallenged when it comes to classification problems. However, it is well established that the current DL methodology prod…