I am Ryan Kortvelesy, a PhD Student in the Prorok Lab at the University of Cambridge. My research focuses on the intersection between machine learning and mathematics. Pursuing analytical solutions to fundamental problems in machine learning, I hope to develop new theoretical methods that can be applied to real-world problems. Currently, my work delves into the domains of multi-agent reinforcement learning and graph neural networks (or transformers). One application of particular interest to me is that of cooperative multi-agent systems—the task of training a set of agents (e.g. robots) to work together to achieve some emergent macroscopic behaviour.