| 2026 | AAAI | Gaussian Approximation for Two-Timescale Linear Stochastic Approximation. | Bogdan Butyrin, Artemy Rubtsov, Alexey Naumov, Vladimir V. Ulyanov, Sergey Samsonov |
| 2026 | AAAI | High-Order Error Bounds for Markovian LSA with Richardson-Romberg Extrapolation. | Ilya Levin, Alexey Naumov, Sergey Samsonov |
| 2026 | AAAI | Matrix-Free Two-to-Infinity and One-to-Two Norms Estimation. | Askar Tsyganov, Evgeny Frolov, Sergey Samsonov, Maxim Rakhuba |
| 2026 | WWW | Revisiting IPS-based Algorithms for Off-Policy Evaluation of Contextual Bandits. | Daria Korovaitceva, Marina Sheshukova, Evgeny Frolov, Sergey Samsonov |
| 2025 | AISTATS | Refined Analysis of Constant Step Size Federated Averaging and Federated Richardson-Romberg Extrapolation. | Paul Mangold, Alain Oliviero Durmus, Aymeric Dieuleveut, Sergey Samsonov, Eric Moulines |
| 2025 | ICLR | Optimizing Backward Policies in GFlowNets via Trajectory Likelihood Maximization. | Timofei Gritsaev, Nikita Morozov, Sergey Samsonov, Daniil Tiapkin |
| 2025 | ICLR | Nonasymptotic Analysis of Stochastic Gradient Descent with the Richardson-Romberg Extrapolation. | Marina Sheshukova, Denis Belomestny, Alain Oliviero Durmus, Eric Moulines, Alexey Naumov, Sergey Samsonov |
| 2025 | ICML | Revisiting Non-Acyclic GFlowNets in Discrete Environments. | Nikita Morozov, Ian Maksimov, Daniil Tiapkin, Sergey Samsonov |
| 2024 | AISTATS | Queuing dynamics of asynchronous Federated Learning. | Louis Leconte, Matthieu Jonckheere, Sergey Samsonov, Eric Moulines |
| 2024 | COLT | Improved High-Probability Bounds for the Temporal Difference Learning Algorithm via Exponential Stability. | Sergey Samsonov, Daniil Tiapkin, Alexey Naumov, Eric Moulines |
| 2022 | ICML | From Dirichlet to Rubin: Optimistic Exploration in RL without Bonuses. | Daniil Tiapkin, Denis Belomestny, Eric Moulines, Alexey Naumov, Sergey Samsonov, Yunhao Tang, Michal Valko, Pierre Mnard |
| 2021 | COLT | On the Stability of Random Matrix Product with Markovian Noise: Application to Linear Stochastic Approximation and TD Learning. | Alain Durmus, Eric Moulines, Alexey Naumov, Sergey Samsonov, Hoi-To Wai |
| 2021 | IGARSS | MasTer: A Full Automatic Multi-Satellite InSAR Mass Processing Tool for Rapid Incremental 2D Ground Deformation Time Series. | Nicolas d'Oreye, Dominique Derauw, Sergey Samsonov, Maxime Jaspard, Delphine Smittarello |
| 2017 | IGARSS | Block-based damage assessment of the 2012 Ahar-Varzaghan, Iran, earthquake through SAR remote senisng data. | Sadra Karimzadeh, Sergey Samsonov, Masashi Matsuoka |