emalgorithm.github.io - Emanuele Rossi

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Graph Machine Learning @ Imperial College London

I am a final-year PhD student at Imperial College London, working on Graph Neural Networks and supervised by Prof. Michael Bronstein . Until November 2022, I also worked as a Machine Learning Researcher at Twitter. Prior to that, I was at Fabula AI, which was then acquired by Twitter in June 2019. Previously, I completed an MPhil at the University of Cambridge and a BEng at Imperial College London, both in Computer Science.

My research focuses on bridging the gap between academic research and real-world applications of Graph Neural Networks. I have developed methods for scaling Graph Neural Networks to large graphs , learning on temporal graphs , and dealing with missing node features . I prefer solutions that are simple to understand and implement, and are highly scalable. For example, see our SIGN model which is currently used in production at Airbnb to improve their trust & safety service predictions, or our TGN Model which

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