chau999.github.io - Personal Website | Siu Lun Chau

Description: Siu Lun Chau’s academic website. He is a postdoc at the CISPA Helmholtz Center for Information Security researching on trustworthy machine learning.

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Publications Postdoctoral Researcher CISPA Helmholtz Center for Information Security

I am a postdoctoral researcher at the CISPA Helmholtz Center for Information Security working with Dr. Krikamol Muandet on Trustworthy Machine Learning in Saarbrücken, Germany. Prior to joining CISPA, I pursued my DPhil within the Oxford Computational Statisics and Machine Learning Group at the University of Oxford, under the supervision of Prof. Dino Sejdinovic , Prof. Mihai Cucuringu and Prof. Xiaowen Dong . During my DPhil, I have interned at Amazon Transportation Service group as an Applied Scientist wo

My current research focuses on improving the reliability of machine learning algorithms by advocating for more expressive and interpretable uncertainty quantification methods, drawing inspiration from the vast literature on imprecise probability (Yes there are more to uncertainty than probability theory). I have also worked on broader areas of machine learning including model explainability and cooperative game theory, kernel methods and Gaussian processes, causal inference and econometrics, ranking and pre

Links to chau999.github.io (1)