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Samsonov, Sergei Vladimirovich
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https://www.mathnet.ru/eng/person196375
List of publications on Google Scholar

Publications in Math-Net.Ru Citations
2025
1. Alain Durmus, Eric Moulines, Alexey Naumov, Sergey Samsonov, “Finite-time high-probability bounds for Polyak–Ruppert averaged iterates of linear stochastic approximation”, Math. Oper. Res., 50:2 (2025),  783–1583  mathnet 4
2024
2. Nikita Puchkin, Sergey Samsonov, Denis Belomestny, Eric Moulines, Alexey Naumov, “Rates of convergence for density estimation with generative adversarial networks”, J. Mach. Learn. Res., 25 (2024),  1–47  mathnet  mathscinet
3. Sergey Samsonov, Daniil Tiapkin, Alexey Naumov, Eric Moulines, “Improved high-probability bounds for the temporal difference learning algorithm via exponential stability”, Proc. Mach. Learn. Res. (PMLR), 247 (2024),  4511–4547  mathnet
4. N. Brosse, A. Durmus, S. Meyn, E. Moulines, S. Samsonov, “Diffusion approximations and control variates for MCMC”, Comput. Math. Math. Phys., 64:4 (2024), 693–738  mathnet
2022
5. A. A. Masyutin, A. V. Savchenko, A. A. Naumov, S. V. Samsonov, D. N. Tyapkin, D. V. Belomestny, D. S. Morozova, D. A. Bad'ina, “Development of applied solutions based on artificial intelligence for technological security control”, Dokl. RAN. Math. Inf. Proc. Upr., 508 (2022),  28–32  mathnet  elib; Dokl. Math., 106:suppl. 1 (2022), S23–S27

Presentations in Math-Net.Ru
1. Nonasymptotic Analysis of Stochastic Gradient Descent with the Richardson–Romberg Extrapolation
S. V. Samsonov
Seminar on Probability Theory and Mathematical Statistics
October 11, 2024 18:00
2. Linear Stochastic Approximation Error Bounds with Applications to Reinforcement Learning
S. V. Samsonov
Colloquium of the Faculty of Computer Science
September 26, 2023 16:20   

Organisations