Islem Rekik is Assistant Professor at Istanbul Technical University and Director of the Brain And Signal Research & Analysis Laboratory (BASIRA-LAB). Alaa Bessadok is a second-year PhD student at University of Sousse, Tunisia, and a member of BASIRA-LAB under Islem’s supervision. They speak to us ahead of their oral session today. Brain graphs are conventionally constructed from medical scans, like MRI scans , and have become an increasingly important tool for neuroscientists to characterize abnormal changes in the human brain. This paper proposes the first geometric deep learning architecture aiming to jointly predict multiple brain graphs from a single brain graph . This enables early-stage diagnosis using 2 Paper Presentation 6 DAILY Mo n d a y Topology-Aware Generative Adversarial Network for Joint Prediction of Multiple Brain Graphs from a Single Brain Graph