Sahin Lale

Logarithmic Regret Bound in Partially Observable Linear Dynamical Systems

Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi et al. · arXiv (Cornell University) · 2020 · 50 citations · Full text

Engineering, Machine Learning, Stochastic Optimization +10

Stochastic Mirror Descent on Overparameterized Nonlinear Models: Convergence, Implicit Regularization, and Generalization

Navid Azizan, Sahin Lale, Babak Hassibi · arXiv (Cornell University) · 2019 · 29 citations · Full text

Engineering, Machine Learning, Stochastic Mirror Descent +17

Stochastic Mirror Descent on Overparameterized Nonlinear Models

Navid Azizan, Sahin Lale, Babak Hassibi · IEEE Transactions on Neural Networks and Learning Systems · 2021 · 22 citations · Full text

Regret-Optimal Controller for the Full-Information Problem

Oron Sabag, Gautam Goel, Sahin Lale et al. · 2021 · 20 citations

Optimal Regret, Causal Controller, Uncertainty Quantification +10

Explore More and Improve Regret in Linear Quadratic Regulators.

Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi et al. · CaltechAUTHORS (California Institute of Technology) · 2020 · 18 citations · Full text

Unknown Dynamics, Engineering, Uncertainty Quantification +13