Publications

For an up-to-date list of my publications, visit my Google Scholar profile.

Working Papers

Non-rational Infinite-Horizon Optimal Control via Convex Duality
T. Kargin, J. Hajar, V. Malik, and B. Hassibi

Robust Estimation in the Presence of Channel Uncertainty Using Transportation-induced Kernel Distances
T. Kargin, B. Hassibi

A Dynamic Game Approach to Distributionally Robust Control Using Causal Optimal Transport
T. Kargin, B. Hassibi

Distributionally Robust Kalman Filtering over Finite and Infinite Horizon
T. Kargin*, J. Hajar*, V. Malik, and B. Hassibi
Under review at ICASSP 2024

Refereed Papers

The Distributionally Robust Infinite-Horizon LQR
J. Hajar, T. Kargin, V. Malik, and B. Hassibi
Conference on Decision and Control (CDC) 2024

Optimal Infinite-Horizon Mixed $H_2/H_\infty$ Control
V. Malik*, T. Kargin*, J. Hajar, and B. Hassibi
Allerton Conference on Communication, Control, and Computing (Allerton) 2024

Infinite-Horizon Distributionally Robust Regret-Optimal Control
T. Kargin*, J. Hajar*, V. Malik, and B. Hassibi
*International Conference on Machine Learning (ICML) 2024

Learning the Uncertainty Sets of Linear Control Systems via Set Membership: A Non-asymptotic Analysis
Y. Li*, J. Yu*, L. Conger, T. Kargin, and A. Wierman
International Conference on Machine Learning (ICML) 2024

A Distributionally Robust Approach to Shannon Limits Using the Wasserstein Distance
V. Malik, T. Kargin, V. Kostina, and B. Hassibi
International Symposium on Information Theory (ISIT) 2024

Wasserstein Distributionally Robust Regret-Optimal Control over Infinite-Horizon
T. Kargin*, J. Hajar*, V. Malik*, and B. Hassibi
Learning for Dynamics and Control Conference (L4DC) 2024

Wasserstein Distributionally Robust Regret-Optimal Control under Partial Observability
J. Hajar, T. Kargin, and B. Hassibi
Allerton Conference on Communication, Control, and Computing (Allerton) 2023

Asymptotic Distribution of Stochastic Mirror Descent Iterates in Average Ensemble Models
T. Kargin, F. Salehi, and B. Hassibi
International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2023

Thompson Sampling for Partially Observable Linear-Quadratic Control
T. Kargin, S. Lale, K. Azizzadenesheli, A. Anandkumar, and B. Hassibi
American Control Conference (ACC) 2023

Thompson Sampling Achieves $O(\sqrt{T})$ Regret in Linear-Quadratic Control
T. Kargin*, S. Lale*, K. Azizzadenesheli, A. Anandkumar, and B. Hassibi
Conference on Learning Theory (COLT) 2022