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Works (8)

Infinite-Horizon Distributionally Robust Regret-Optimal Control

Proceedings of the 41st International Conference on Machine Learning
2024-07-21 | Conference paper
URI: https://proceedings.mlr.press/v235/kargin24a.html
ARXIV: http://arxiv.org/abs/2406.07248
Contributors: Taylan Kargin; Joudi Hajar; Vikrant Malik; Babak Hassibi
Source: Self-asserted source
Taylan Kargin

Learning the Uncertainty Sets of Linear Control Systems via Set Membership: A Non-asymptotic Analysis

Proceedings of the 41st International Conference on Machine Learning
2024-07-21 | Conference paper
URI: https://proceedings.mlr.press/v235/li24ci.html
ARXIV: http://arxiv.org/abs/2309.14648
Contributors: Yingying Li; Jing Yu; Lauren Conger; Taylan Kargin; Adam Wierman
Source: Self-asserted source
Taylan Kargin

Wasserstein distributionally robust regret-optimal control over infinite-horizon

Proceedings of the 6th Annual Learning for Dynamics & Control Conference
2024-07-15 | Conference paper
URI: https://proceedings.mlr.press/v242/kargin24a.html
ARXIV: 2312.17376
Contributors: Taylan Kargin; Joudi Hajar; Vikrant Malik; Babak Hassibi
Source: Self-asserted source
Taylan Kargin

A Distributionally Robust Approach to Shannon Limits using the Wasserstein Distance

2024 IEEE International Symposium on Information Theory (ISIT)
2024-07-07 | Conference paper
DOI: 10.1109/isit57864.2024.10619597
ARXIV: http://arxiv.org/abs/2405.06528
Contributors: Vikrant Malik; Taylan Kargin; Victoria Kostina; Babak Hassibi
Source: Self-asserted source
Taylan Kargin

Wasserstein Distributionally Robust Regret-Optimal Control under Partial Observability

2023 59th Annual Allerton Conference on Communication, Control, and Computing (Allerton)
2023-09-26 | Conference paper
DOI: 10.1109/allerton58177.2023.10313386
ARXIV: 2307.04966
Contributors: Joudi Hajar; Taylan Kargin; Babak Hassibi
Source: Self-asserted source
Taylan Kargin

Asymptotic Distribution of Stochastic Mirror Descent Iterates in Average Ensemble Models

ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2023-06-04 | Conference paper
DOI: 10.1109/icassp49357.2023.10096701
ARXIV: 2210.15323
Contributors: Taylan Kargin; Fariborz Salehi; Babak Hassibi
Source: Self-asserted source
Taylan Kargin

Thompson Sampling for Partially Observable Linear-Quadratic Control

2023 American Control Conference (ACC)
2023-05-31 | Conference paper
DOI: 10.23919/acc55779.2023.10156461
Contributors: Taylan Kargin; Sahin Lale; Kamyar Azizzadenesheli; Anima Anandkumar; Babak Hassibi
Source: Self-asserted source
Taylan Kargin

Thompson Sampling Achieves $\tilde{O}(\sqrt{T})$ Regret in Linear Quadratic Control

Proceedings of Thirty Fifth Conference on Learning Theory
2022 | Conference paper
URI: https://proceedings.mlr.press/v178/kargin22a.html
ARXIV: 2206.08520
Contributors: Taylan Kargin; Sahin Lale; Kamyar Azizzadenesheli; Anima Anandkumar; Babak Hassibi
Source: Self-asserted source
Taylan Kargin
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