Hi, I’m Kirill, a PhD student in Informatics at the University of Edinburgh, where I study probabilistic modelling under the supervision of Nikolay Malkin.
Previously, I worked as a research engineer at Samsung Research, focusing on the development of speech enhancement models. I completed my MSc in Applied Mathematics and Computer Science through the “Math of Machine Learning” program at HSE University.
My research interests include:
- Diffusion samplers
- Probabilistic inference
- Schrödinger bridges
GitHub | LinkedIn | Email | Google Scholar
Me in Venice, November 2025
News
- Jan 2026 My two papers: Data-to-Energy Stochastic Dynamics and Multimarginal Flow Matching with Adversarially Learnt Interpolants got accepted to ICLR 2026.
- Jan 2026 Happy to start working as tutor for ATML course at the University of Edinburgh. Kolya Malkin, Rajit Rajpal, and me are determined to make an interesting modern course that explains the foundations of deep generative modelling.
- Sep 2025 Starting as a tutor for the PMR course at the University of Edinburgh. Excited to help master’s students become skilled in probabilistic reasoning.
- Sep 2025 Submitted 3 papers to the ICLR 2026 conference.
- Sep 2025 My three workshop papers got accepted to the FPI workshop
- Feb 2025 Started my PhD at the University of Edinburgh.
- Sep 2024 My first paper, co-authored with my colleagues from Samsung Research — P. Andreev, N. Babaev, and A. Saginbaev — has been accepted to NeurIPS 2024. paper | page