Yuan Lu   陆羽安

I'm a first-year PhD student at the Halıcıoğlu Data Science Institute (HDSI), UC San Diego and I will be supervised by Prof. Yusu Wang.

Prior to my PhD, I earned my Master's degree in Machine Learning at the University of Cambridge, where I was supervised by Prof. Pietro Liò. I obtained my undergraduate degree in Statisical Science at UCL, advised by Dr. François-Xavier Briol.

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Research

My current research interests include geometric & topological deep learning, graph neural networks, deep generative modelling, and their applications in computational biology (such as drug discovery and biological foundation models for DNA, RNA, and proteins). In the past, I also did research on Bayesian nonparametrics, focusing specifically on Gaussian processes and Bayesian optimization.

AMES: A Differentiable Embedding Space Selection Framework for Latent Graph Inference
Yuan Lu, Haitz Sáez de Ocáriz Borde, Pietro Liò
NeurIPS Workshop on Symmetry and Geometry in Neural Representations, 2023
arxiv

We developed a differentiable framework for quantifying and selecting latent geometric spaces for graph inference.
Robust Wind Farm Layout via Bayesian Optimization
Yuan Lu
Bachelor's Thesis, 2022

We applied Robust Bayesian optimization algorithms to offshore wind farm layout modelling.

Education
University of California San Diego
Sep 2024 - Now

Ph.D. in Data Science and Machine Learning
Supervisor: Prof. Yusu Wang
University of Cambridge
Oct 2022 - Sep 2023

M.Phil. in Machine Learning and Machine Intelligence
Supervisor: Prof. Pietro Liò
Mentor: Haitz Sáez de Ocáriz Borde
University College London
Sep 2019 - June 2022

B.Sc. (Hons) in Mathematics and Statistics
Supervisor: Dr. François-Xavier Briol

Honors & Awards

  • First Year PhD Fellowship, Halıcıoğlu Data Science Institute, UC San Diego, 2024 - 2025
  • Dean's List, UCL Faculty of Mathematical & Physical Sciences, 2022
  • First Year Sessional Prize, UCL Department of Statistical Science , 2020

Misc

  • I am a big fan of Gundam, especially Zeta Gundam.
  • My favourite Chinese singer is David Tao and my favorite song of him is 'Close to you' (天天) . Do try it out!
  • I taught myself all the first year mathematics courses at UCL (analysis, algebra, mathematical methods) and directly enrolled in Complex and Real Analysis modules without (formally) attending its prerequisite courses. But still, I managed to get top grades for all these two challenging analysis courses. Maths is not that daunting.😉

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