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