Emanuele Rossi
Emanuele Rossi
Senior Research Associate in the Department of Computer Science, University of Oxford
Praise the sun! I am currently a Senior Research Associate in the Department of Computer Science at the University of Oxford, working with Michael Bronstein . Previously, I was a Research Associate at the University of Cambridge and I spent a year at Twitter Cortex as an ML Researcher. I finished my PhD in Mathematics at UCL with a thesis on analysis of singularity formation of rotationally symmetric Ricci Flows. I am now interested in Geometric Deep Learning and working on both theoretical foundations and
My current lines of research include: (i) Understanding how information flows in message passing models and the associated phenomenon of over-squashing using quantities such as curvature and commute time—our first step in this direction got an ICLR honorable mention . More recently, we have introduced a novel paradigm for studying the expressive power of message-passing models (on graphs and/or point clouds) that precisely depends on the ability to induce interactions (mixing) across different nodes (points
Emanuele Rossi
Emanuele Rossi