Dr. Nikola Konstantinov

I am an incoming tenure-track faculty at INSAIT, where I work on machine learning, starting in May 2023.

My research interests lie in the area of trustworthy machine learning and I am especially interested in providing mathematical guarantees for machine learning models.

Sample of specific topics I am currently working on are: 

  • Making collaborative learning methods, such as federated learning, more robust and reliable.
  • Studying topics at the intersection of machine learning and game theory, in particular incentives for data sharing.
  • Understanding the impact of machine learning on society, in particular by analysing the fairness and long-term impact of machine learning models.

Academic degrees:

Awards and recognitions: 

While at Oxford, I was also the President of the Oxford University Bulgarian Society (2015-2016).