About me
I am a postdoctoral fellow at the ETH AI Center, working under the supervision of Prof. Martin Vechev and Prof. Fanny Yang.
My research interests lie in the area of trustworthy machine learning, with a focus on robustness and fairness.
Education
- IST Austria, September 2017 - March 2022 PhD Candidate in Computer Science
- University of Oxford , September 2013 – June 2017 MMath in Mathematics and Statistics
Publications
Please refer to my website for a list of publications.
2024
COMPL-AI Framework: A Technical Interpretation and LLM Benchmarking Suite for the EU Artificial Intelligence Act
Philipp Guldimann, Alexander Spiridonov, Robin Staab, Nikola Jovanović, Mark Vero, Velko Vechev, Anna Gueorguieva, Mislav Balunović, Nikola Konstantinov, Pavol Bielik, Petar Tsankov, Martin Vechev
arXiv
2024
2023
Human-Guided Fair Classification for Natural Language Processing
Florian E. Dorner, Momchil Peychev, Nikola Konstantinov, Naman Goel, Elliott Ash, Martin Vechev
ICLR
2023
Spotlight
Spotlight
2022
Data Leakage in Federated Averaging
Dimitar I. Dimitrov, Mislav Balunović, Nikola Konstantinov, Martin Vechev
TMLR
2022