The lecture is focused on the application of Geometric Deep Learning to the problem of Network Dismantling. The talk will introduce the key concepts of Deep and Geometric Deep Learning, and will present the state-of-the-art algorithms for Network Dismantling, while discussing the insights that can be gained from the application of Geometric Deep Learning to this problem.