Joint Learning of Linear Time-Invariant Dynamical Systems

Joint Learning of Linear Time-Invariant Dynamical Systems

21 December 2021

Mohamad Kazem Shirani Faradonbeh

George Michailidis

Papers citing "Joint Learning of Linear Time-Invariant Dynamical Systems"

16 / 16 papers shown

Title
Learning Dynamical Systems by Leveraging Data from Similar Systems Lei Xin Lintao Ye G. Chiu S. Sundaram 41 10 0 20 Jan 2025
Finite Sample Analysis of Tensor Decomposition for Learning Mixtures of Linear Systems Maryann Rui M. Dahleh 87 0 0 13 Dec 2024
Guarantees for Nonlinear Representation Learning: Non-identical Covariates, Dependent Data, Fewer Samples Thomas T. Zhang Bruce D. Lee Ingvar M. Ziemann George J. Pappas Nikolai Matni CML OOD 46 0 0 15 Oct 2024
Learning Unstable Continuous-Time Stochastic Linear Control Systems Reza Sadeghi Hafshejani Mohamad Kazem Shirani Fradonbeh 41 0 0 17 Sep 2024
Combining Federated Learning and Control: A Survey Jakob Weber Markus Gurtner A. Lobe Adrian Trachte Andreas Kugi FedML AI4CE 41 2 0 12 Jul 2024
Regret Analysis of Multi-task Representation Learning for Linear-Quadratic Adaptive Control Bruce D. Lee Leonardo F. Toso Thomas T. Zhang James Anderson Nikolai Matni 42 2 0 08 Jul 2024
Joint Learning of Linear Dynamical Systems under Smoothness Constraints Hemant Tyagi 31 0 0 03 Jun 2024
Nonasymptotic Regret Analysis of Adaptive Linear Quadratic Control with Model Misspecification Bruce D. Lee Anders Rantzer Nikolai Matni 32 6 0 29 Dec 2023
Joint Problems in Learning Multiple Dynamical Systems Mengjia Niu Xiaoyu He Petr Rysavý Quan-Gen Zhou Jakub Marecek 37 3 0 03 Nov 2023
Meta-Learning Operators to Optimality from Multi-Task Non-IID Data Thomas T. Zhang Leonardo F. Toso James Anderson Nikolai Matni 67 13 0 08 Aug 2023
Transformers as Algorithms: Generalization and Stability in In-context Learning Yingcong Li M. E. Ildiz Dimitris Papailiopoulos Samet Oymak 20 157 0 17 Jan 2023
Multi-Task Imitation Learning for Linear Dynamical Systems Thomas T. Zhang Katie Kang Bruce D. Lee Claire Tomlin Sergey Levine Stephen Tu Nikolai Matni 41 23 0 01 Dec 2022
Nearly Minimax Algorithms for Linear Bandits with Shared Representation Jiaqi Yang Qi Lei Jason D. Lee S. Du 43 16 0 29 Mar 2022
Learning Mixtures of Linear Dynamical Systems Yanxi Chen H. Vincent Poor 20 17 0 26 Jan 2022
Joint Learning-Based Stabilization of Multiple Unknown Linear Systems Mohamad Kazem Shirani Faradonbeh Aditya Modi 18 6 0 01 Jan 2022
Asymptotic theory of least squares estimators for nearly unstable processes under strong dependence B. Buchmann N. Chan 85 48 0 22 Nov 2007