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ORCIDSahin Lale
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2020 – today
- 2023
[c15]Taylan Kargin
, Sahin Lale, Kamyar Azizzadenesheli, Anima Anandkumar, Babak Hassibi:
Thompson Sampling for Partially Observable Linear-Quadratic Control. ACC 2023: 4561-4568- [c14]Benyamin Allahgholizadeh Haghi, Lin Ma, Sahin Lale, Anima Anandkumar, Azita Emami:
EKGNet: A 10.96μW Fully Analog Neural Network for Intra-Patient Arrhythmia Classification. BioCAS 2023: 1-5 - [c13]Sahin Lale, Yuanyuan Shi, Guannan Qu, Kamyar Azizzadenesheli, Adam Wierman, Anima Anandkumar:
KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Discrete-Time Systems. CDC 2023: 1334-1341 - [c12]K. Nithin Varma, Sahin Lale, Babak Hassibi:
The Asymptotic Distribution of the Stochastic Mirror Descent Iterates in Linear Models. ISIT 2023: 346-351 - [i17]Peter I Renn, Cong Wang, Sahin Lale, Zongyi Li, Anima Anandkumar, Morteza Gharib:
Forecasting subcritical cylinder wakes with Fourier Neural Operators. CoRR abs/2301.08290 (2023) - [i16]Benyamin Allahgholizadeh Haghi, Lin Ma, Sahin Lale, Anima Anandkumar, Azita Emami:
EKGNet: A 10.96μW Fully Analog Neural Network for Intra-Patient Arrhythmia Classification. CoRR abs/2310.15466 (2023) - 2022
- [j1]Navid Azizan, Sahin Lale, Babak Hassibi:
Stochastic Mirror Descent on Overparameterized Nonlinear Models. IEEE Trans. Neural Networks Learn. Syst. 33(12): 7717-7727 (2022) - [c11]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Animashree Anandkumar:
Reinforcement Learning with Fast Stabilization in Linear Dynamical Systems. AISTATS 2022: 5354-5390 - [c10]Oron Sabag, Sahin Lale, Babak Hassibi:
Competitive-Ratio and Regret-Optimal Control with General Weights. CDC 2022: 4859-4864 - [c9]Taylan Kargin, Sahin Lale, Kamyar Azizzadenesheli, Animashree Anandkumar, Babak Hassibi:
Thompson Sampling Achieves $\tilde{O}(\sqrt{T})$ Regret in Linear Quadratic Control. COLT 2022: 3235-3284 - [i15]Navid Azizan, Sahin Lale, Babak Hassibi:
Explicit Regularization via Regularizer Mirror Descent. CoRR abs/2202.10788 (2022) - [i14]Sahin Lale, Yuanyuan Shi, Guannan Qu, Kamyar Azizzadenesheli, Adam Wierman, Anima Anandkumar:
KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Dynamical Systems. CoRR abs/2206.01704 (2022) - [i13]Oron Sabag, Sahin Lale, Babak Hassibi:
Optimal Competitive-Ratio Control. CoRR abs/2206.01782 (2022) - [i12]Taylan Kargin, Sahin Lale, Kamyar Azizzadenesheli, Anima Anandkumar, Babak Hassibi:
Thompson Sampling Achieves Õ(√T) Regret in Linear Quadratic Control. CoRR abs/2206.08520 (2022) - 2021
- [c8]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Adaptive Control and Regret Minimization in Linear Quadratic Gaussian (LQG) Setting. ACC 2021: 2517-2522 - [c7]Oron Sabag, Gautam Goel, Sahin Lale, Babak Hassibi:
Regret-Optimal Controller for the Full-Information Problem. ACC 2021: 4777-4782 - [c6]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Model Learning Predictive Control in Nonlinear Dynamical Systems. CDC 2021: 757-762 - [c5]Sahin Lale, Oguzhan Teke, Babak Hassibi, Anima Anandkumar:
Stability and Identification of Random Asynchronous Linear Time-Invariant Systems. L4DC 2021: 651-663 - [c4]Guannan Qu, Yuanyuan Shi, Sahin Lale, Anima Anandkumar, Adam Wierman:
Stable Online Control of Linear Time-Varying Systems. L4DC 2021: 742-753 - [c3]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems. L4DC 2021: 967-979 - [i11]Guannan Qu, Yuanyuan Shi, Sahin Lale, Anima Anandkumar, Adam Wierman:
Stable Online Control of Linear Time-Varying Systems. CoRR abs/2104.14134 (2021) - [i10]Oron Sabag, Gautam Goel, Sahin Lale, Babak Hassibi:
Regret-Optimal Full-Information Control. CoRR abs/2105.01244 (2021) - [i9]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems. CoRR abs/2108.11959 (2021) - [i8]Kevin Huang, Sahin Lale, Ugo Rosolia, Yuanyuan Shi, Anima Anandkumar:
CEM-GD: Cross-Entropy Method with Gradient Descent Planner for Model-Based Reinforcement Learning. CoRR abs/2112.07746 (2021) - 2020
- [c2]Navid Azizan, Sahin Lale, Babak Hassibi:
A Study of Generalization of Stochastic Mirror Descent Algorithms on Overparameterized Nonlinear Models. ICASSP 2020: 3132-3136 - [c1]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems. NeurIPS 2020 - [i7]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Regret Minimization in Partially Observable Linear Quadratic Control. CoRR abs/2002.00082 (2020) - [i6]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Regret Bound of Adaptive Control in Linear Quadratic Gaussian (LQG) Systems. CoRR abs/2003.05999 (2020) - [i5]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems. CoRR abs/2003.11227 (2020) - [i4]Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi, Anima Anandkumar:
Explore More and Improve Regret in Linear Quadratic Regulators. CoRR abs/2007.12291 (2020) - [i3]Sahin Lale, Oguzhan Teke, Babak Hassibi, Anima Anandkumar:
Stability and Identification of Random Asynchronous Linear Time-Invariant Systems. CoRR abs/2012.04160 (2020)
2010 – 2019
- 2019
- [i2]Sahin Lale, Kamyar Azizzadenesheli, Anima Anandkumar, Babak Hassibi:
Stochastic Linear Bandits with Hidden Low Rank Structure. CoRR abs/1901.09490 (2019) - [i1]Navid Azizan Ruhi, Sahin Lale, Babak Hassibi:
Stochastic Mirror Descent on Overparameterized Nonlinear Models: Convergence, Implicit Regularization, and Generalization. CoRR abs/1906.03830 (2019)
Coauthor Index
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