Xingyi Yang

I am a second-year Ph.D student at National University of Singapore(NUS) at Learning and Vision Lab. I am now working under the supervision of Prof.Xinchao Wang.

My current research interest lies in Efficent AI and Statitical ML:

  • Knowledge Efficiency, that empowers the AI systems to learn new tasks with the knowledge from trained models and human experts.
  • Data Efficency. Focus on self-supervised & semi-supervised & weak-supervised learning or learning with synthesized data.
  • Statitical ML. Focus on statitical modelling, generative models, trust-worthy learning (interpretability and robustness) and graph learning, ideally, with theoretical basis or guarantee.


I believe in Slow Science