Denis Belomestny

Full Professor, Duisburg-Essen University

Joined

May 2021

Names

Denis Belomestny (Preferred)

Emails

****@uni-due.de (Confirmed)

Personal Links

Homepage

Google Scholar

ORCID

Career & Education History

Full Professor

Duisburg-Essen University (uni-due.de)

2011 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

stochastic algorithms

Present

Publications

Schrödinger bridge problem via empirical risk minimization
Denis Belomestny, Alexey Naumov, Nikita Puchkin, Denis Suchkov
- ICLR 2026 DeLTa Workshop Poster
- Readers: Everyone
Statistical analysis of Inverse Entropy-regularized Reinforcement Learning
Denis Belomestny, Alexey Naumov, Sergey Samsonov
- arxiv
- Readers: Everyone
Gaussian Approximation and Multiplier Bootstrap for Stochastic Gradient Descent
Marina Sheshukova, Sergey Samsonov, Denis Belomestny, Eric Moulines, Qi-Man Shao, Zhuo-Song Zhang, Alexey Naumov
- AISTATS 2026 Spotlight
- Readers: Everyone
Tight Bounds for Schrodinger Potential Estimation in Unpaired Data Translation
Nikita Puchkin, Denis Suchkov, Alexey Naumov, Denis Belomestny
- ICLR 2026 Poster
- Readers: Everyone
Rates of convergence for density estimation with generative adversarial networks
Nikita Puchkin, Sergey Samsonov, Denis Belomestny, Eric Moulines, Alexey Naumov
- JMLR
- Readers: Everyone
Sample complexity of Schrödinger potential estimation
Nikita Puchkin, Iurii Pustovalov, Yuri Sapronov, Denis Suchkov, Alexey Naumov, Denis Belomestny
- Submitted to NeurIPS 2025
- Readers: Everyone
Gaussian Approximation and Multiplier Bootstrap for Stochastic Gradient Descent
Marina Sheshukova, Sergey Samsonov, Denis Belomestny, Eric Moulines, Qi-Man Shao, Zhuo-Song Zhang, Alexey Naumov
- Submitted to NeurIPS 2025
- Readers: Everyone
Nonasymptotic Analysis of Stochastic Gradient Descent with the Richardson–Romberg Extrapolation
Marina Sheshukova, Denis Belomestny, Alain Oliviero Durmus, Eric Moulines, Alexey Naumov, Sergey Samsonov
- ICLR 2025 Poster
- Readers: Everyone
UVIP: Model-Free Approach to Evaluate Reinforcement Learning Algorithms
Ilya Levin, Denis Belomestny, Alexey Naumov, Sergey Samsonov
- ICOMP Publication
- Readers: Everyone
Demonstration-Regularized RL
Daniil Tiapkin, Denis Belomestny, Daniele Calandriello, Eric Moulines, Alexey Naumov, Pierre Perrault, Michal Valko, Pierre Menard
- ICLR 2024 poster
- Readers: Everyone

View all 13 publications