Hello, my name is Adrien Lagesse. My inetrest lies in unraveling complex problems, especially those that necessitate the innovation of new tools. I have a profound interest in both Science and Finance, viewing them as fields that present some of the most challenging problems. I believe Machine Learning offers a promising pathway to deepen our understanding of these areas. Presently, I am pursuing my PhD under the guidance of Marc Lelarge at INRIA Paris and École Normale Supérieure Paris. Our research is focused on the exploration of Geometric Deep Learning and Graph Neural Networks, specifically their application to Combinatorial Optimization.