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Bekzhan Kerimkulov
Publication Activity (10 Years)
Years Active: 2020-2024
Publications (10 Years): 5
Top Topics
Gradient Flow
Actor Critic
Control Problems
Average Reward
Top Venues
CoRR
ICML
SIAM J. Control. Optim.
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Publications
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Bekzhan Kerimkulov
,
David Siska
,
Lukasz Szpruch
,
Yufei Zhang
Mirror Descent for Stochastic Control Problems with Measure-valued Controls.
CoRR
(2024)
Bekzhan Kerimkulov
,
James-Michael Leahy
,
David Siska
,
Lukasz Szpruch
,
Yufei Zhang
A Fisher-Rao gradient flow for entropy-regularised Markov decision processes in Polish spaces.
CoRR
(2023)
James-Michael Leahy
,
Bekzhan Kerimkulov
,
David Siska
,
Lukasz Szpruch
Convergence of Policy Gradient for Entropy Regularized MDPs with Neural Network Approximation in the Mean-Field Regime.
ICML
(2022)
Bekzhan Kerimkulov
,
James-Michael Leahy
,
David Siska
,
Lukasz Szpruch
Convergence of policy gradient for entropy regularized MDPs with neural network approximation in the mean-field regime.
CoRR
(2022)
Bekzhan Kerimkulov
,
David Siska
,
Lukasz Szpruch
Exponential Convergence and Stability of Howard's Policy Improvement Algorithm for Controlled Diffusions.
SIAM J. Control. Optim.
58 (3) (2020)