Omar Fawzi - École Normale Supérieure de Lyon I will discuss new quantum Rényi divergences defined via a convex optimization program and their applications to quantum Shannon theory and to computing key rates for device-independent protocols. Based on joint works with Peter Brown and Hamza Fawzi https://arxiv.org/abs/2007.12575 and https://arxiv.org/abs/2007.12576.