Stochastic Linear Bandits with Hidden Low Rank Structure. - Sahin Lale; Kamyar Azizzadenesheli; Anima Anandkumar; Babak Hassibi (CoRR, 2019)

Stochastic Mirror Descent on Overparameterized Nonlinear Models: Convergence, Implicit Regularization, and Generalization. - Navid Azizan Ruhi; Sahin Lale; Babak Hassibi (CoRR, 2019)

A Study of Generalization of Stochastic Mirror Descent Algorithms on Overparameterized Nonlinear Models. - Navid Azizan; Sahin Lale; Babak Hassibi (ICASSP, 2020)

Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems. - Sahin Lale; Kamyar Azizzadenesheli; Babak Hassibi; Anima Anandkumar (NeurIPS, 2020)

Regret Minimization in Partially Observable Linear Quadratic Control. - Sahin Lale; Kamyar Azizzadenesheli; Babak Hassibi; Anima Anandkumar (CoRR, 2020)

Regret Bound of Adaptive Control in Linear Quadratic Gaussian (LQG) Systems. - Sahin Lale; Kamyar Azizzadenesheli; Babak Hassibi; Anima Anandkumar (CoRR, 2020)

Explore More and Improve Regret in Linear Quadratic Regulators. - Sahin Lale; Kamyar Azizzadenesheli; Babak Hassibi; Anima Anandkumar (CoRR, 2020)

Adaptive Control and Regret Minimization in Linear Quadratic Gaussian (LQG) Setting. - Sahin Lale; Kamyar Azizzadenesheli; Babak Hassibi; Anima Anandkumar (ACC, 2021)

Regret-Optimal Controller for the Full-Information Problem. - Oron Sabag; Gautam Goel; Sahin Lale; Babak Hassibi (ACC, 2021)

Model Learning Predictive Control in Nonlinear Dynamical Systems. - Sahin Lale; Kamyar Azizzadenesheli; Babak Hassibi; Anima Anandkumar (CDC, 2021)

Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems. - Sahin Lale; Kamyar Azizzadenesheli; Babak Hassibi; Anima Anandkumar (L4DC, 2021)

Stability and Identification of Random Asynchronous Linear Time-Invariant Systems. - Sahin Lale; Oguzhan Teke; Babak Hassibi; Anima Anandkumar (L4DC, 2021)

Stable Online Control of Linear Time-Varying Systems. - Guannan Qu; Yuanyuan Shi; Sahin Lale; Anima Anandkumar; Adam Wierman (L4DC, 2021)

Regret-Optimal Full-Information Control. - Oron Sabag; Gautam Goel; Sahin Lale; Babak Hassibi (CoRR, 2021)

CEM-GD: Cross-Entropy Method with Gradient Descent Planner for Model-Based Reinforcement Learning. - Kevin Huang; Sahin Lale; Ugo Rosolia; Yuanyuan Shi; Anima Anandkumar (CoRR, 2021)

Reinforcement Learning with Fast Stabilization in Linear Dynamical Systems. - Sahin Lale; Kamyar Azizzadenesheli; Babak Hassibi; Animashree Anandkumar (AISTATS, 2022)

Competitive-Ratio and Regret-Optimal Control with General Weights. - Oron Sabag; Sahin Lale; Babak Hassibi (CDC, 2022)

Thompson Sampling Achieves $ tilde{O}( sqrt{T})$ Regret in Linear Quadratic Control. - Taylan Kargin; Sahin Lale; Kamyar Azizzadenesheli; Animashree Anandkumar; Babak Hassibi (COLT, 2022)

Explicit Regularization via Regularizer Mirror Descent. - Navid Azizan; Sahin Lale; Babak Hassibi (CoRR, 2022)

KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Dynamical Systems. - Sahin Lale; Yuanyuan Shi; Guannan Qu; Kamyar Azizzadenesheli; Adam Wierman; Anima Anandkumar (CoRR, 2022)

Optimal Competitive-Ratio Control. - Oron Sabag; Sahin Lale; Babak Hassibi (CoRR, 2022)

Thompson Sampling Achieves Õ(√T) Regret in Linear Quadratic Control. - Taylan Kargin; Sahin Lale; Kamyar Azizzadenesheli; Anima Anandkumar; Babak Hassibi (CoRR, 2022)

Stochastic Mirror Descent on Overparameterized Nonlinear Models. - Navid Azizan; Sahin Lale; Babak Hassibi (IEEE Trans. Neural Networks Learn. Syst., 2022)

Thompson Sampling for Partially Observable Linear-Quadratic Control. - Taylan Kargin; Sahin Lale; Kamyar Azizzadenesheli; Anima Anandkumar; Babak Hassibi (ACC, 2023)

EKGNet: A 10.96μW Fully Analog Neural Network for Intra-Patient Arrhythmia Classification. - Benyamin Allahgholizadeh Haghi; Lin Ma; Sahin Lale; Anima Anandkumar; Azita Emami (BioCAS, 2023)

KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Discrete-Time Systems. - Sahin Lale; Yuanyuan Shi; Guannan Qu; Kamyar Azizzadenesheli; Adam Wierman; Anima Anandkumar (CDC, 2023)

The Asymptotic Distribution of the Stochastic Mirror Descent Iterates in Linear Models. - Kanumuri Nithin Varma; Sahin Lale; Babak Hassibi (ISIT, 2023)

Forecasting subcritical cylinder wakes with Fourier Neural Operators. - Peter I Renn; Cong Wang; Sahin Lale; Zongyi Li; Anima Anandkumar; Morteza Gharib (CoRR, 2023)