Ali Devran Kara

Trans. Mach. Learn. Res., 2024

Infinite Horizon Average Cost Optimality Criteria for Mean-Field Control.

[BibT_eX]

[DOI]

SIAM J. Control. Optim., 2024

Learning with Linear Function Approximations in Mean-Field Control.

[BibT_eX]

[DOI]

CoRR, 2024

Average Cost Optimality of Partially Observed MDPs: Contraction of Non-Linear Filters and Existence of Optimal Solutions and Approximations.

[BibT_eX]

[DOI]

Yunus Emre Demirci

Proceedings of the American Control Conference, 2024

2023

Approximate Q Learning for Controlled Diffusion Processes and Its Near Optimality.

[BibT_eX]

[DOI]

SIAM J. Math. Data Sci., September, 2023

Q-Learning for MDPs with General Spaces: Convergence and Near Optimality via Quantization under Weak Continuity.

[BibT_eX]

[DOI]

Naci Saldi

J. Mach. Learn. Res., 2023

Q-Learning for Continuous State and Action MDPs under Average Cost Criteria.

[BibT_eX]

[DOI]

CoRR, 2023

2022

Near Optimality of Finite Memory Feedback Policies in Partially Observed Markov Decision Processes.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2022

Robustness to incorrect models and data-driven learning in average-cost optimal stochastic control.

[BibT_eX]

[DOI]

Maxim Raginsky

Autom., 2022

Near Optimality of Finite Memory Policies for POMPDs with Continuous Spaces.

[BibT_eX]

[DOI]

Proceedings of the 61st IEEE Conference on Decision and Control, 2022

2021

Convergence of Finite Memory Q-Learning for POMDPs and Near Optimality of Learned Policies under Filter Stability.

[BibT_eX]

[DOI]

CoRR, 2021

Convergence and Near Optimality of Q-Learning with Finite Memory for Partially Observed Models.

[BibT_eX]

[DOI]

Proceedings of the 2021 60th IEEE Conference on Decision and Control (CDC), 2021

2020

Robustness to Incorrect System Models in Stochastic Control.

[BibT_eX]

[DOI]

SIAM J. Control. Optim., 2020

Robustness to Incorrect Models in Average-Cost Optimal Stochastic Control.

[BibT_eX]

[DOI]

CoRR, 2020

2019

Robustness to Incorrect Priors in Partially Observed Stochastic Control.

[BibT_eX]

[DOI]

SIAM J. Control. Optim., 2019

Weak Feller property of non-linear filters.

[BibT_eX]

[DOI]

Naci Saldi

Syst. Control. Lett., 2019

On Weak Feller Continuity Properties of Non-linear Filters.

[BibT_eX]

[DOI]

Naci Saldi

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

Robustness to Incorrect Models in Average-Cost Optimal Stochastic Control.

[BibT_eX]

[DOI]

Maxim Raginsky

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

2018

Robustness to Incorrect System Models and Application to Data-Driven Learning in Stochastic Control.

[BibT_eX]

[DOI]

CoRR, 2018

Robustness to Incorrect Priors in Infinite Horizon Stochastic Control.

[BibT_eX]

[DOI]

Proceedings of the 57th IEEE Conference on Decision and Control, 2018

Robustness to Incorrect System Models in Stochastic Control and Application to Data-Driven Learning.

[BibT_eX]

[DOI]