The conjugacy growth function of a finitely generated group is a variation of the standard growth function, counting the number of conjugacy classes intersecting the n-ball in the Cayley graph. The asymptotic behaviour is not a commensurability invariant in general, but the conjugacy growth of finite extensions can be understood via the twisted conjugacy growth function, counting automorphism-twisted conjugacy classes. I will discuss what is known about the asymptotic and formal power series behaviour of (twisted) conjugacy growth, in particular some relatively recent results for certain groups of polynomial growth (i.e. virtually nilpotent groups).

The study of the rationality of the $L^2$-Betti numbers of a countable group has led to the development of a rich theory in $L^2$-homology with deep implications in structural properties of the groups. For decades almost nothing has been known about the general question of whether the strong Atiyah conjecture passes to free products of groups or not. In this talk, we will confirm that the strong and algebraic Atiyah conjectures are stable under the graph of groups construction provided that the edge groups are finite. Moreover, we shall see that in this case the $\ast$-regular closure of the group algebra is precisely a universal localization of the associated graph of rings

I will describe some recent developments in random walks on Gromov-hyperbolic spaces. I will focus in particular on the notions of Schottky sets and pivoting technique introduced respectively by Boulanger-Mathieu-S-Sisto and Gouëzel and mention some consequences. The talk will be introductory; I will not assume specialized knowledge in probability theory.