Learning nonlinear dynamical systems from a single trajectory

30 April 2020

Papers citing "Learning nonlinear dynamical systems from a single trajectory"

20 / 20 papers shown

Title
NeoRL: Efficient Exploration for Nonepisodic RL Bhavya Sukhija Lenart Treven Florian Dorfler Stelian Coros Andreas Krause OffRL 68 0 0 03 Jun 2024
Naive Exploration is Optimal for Online LQR Max Simchowitz Dylan J. Foster 41 183 0 27 Jan 2020
Convex Programming for Estimation in Nonlinear Recurrent Models S. Bahmani Justin Romberg 24 10 0 26 Aug 2019
Certainty Equivalence is Efficient for Linear Quadratic Control Horia Mania Stephen Tu Benjamin Recht 29 74 0 21 Feb 2019
Learning Linear Dynamical Systems with Semi-Parametric Least Squares Max Simchowitz Ross Boczar Benjamin Recht 25 114 0 02 Feb 2019
Stochastic Gradient Descent Learns State Equations with Nonlinear Activations Samet Oymak 35 43 0 09 Sep 2018
Regret Bounds for Robust Adaptive Control of the Linear Quadratic Regulator Sarah Dean Horia Mania Nikolai Matni Benjamin Recht Stephen Tu 28 283 0 23 May 2018
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification Max Simchowitz Horia Mania Stephen Tu Michael I. Jordan Benjamin Recht 44 338 0 22 Feb 2018
Spectral Filtering for General Linear Dynamical Systems Elad Hazan Holden Lee Karan Singh Cyril Zhang Yi Zhang 92 99 0 12 Feb 2018
Least-Squares Temporal Difference Learning for the Linear Quadratic Regulator Stephen Tu Benjamin Recht OffRL 60 130 0 22 Dec 2017
Learning Linear Dynamical Systems via Spectral Filtering Elad Hazan Karan Singh Cyril Zhang 53 100 0 02 Nov 2017
On the Sample Complexity of the Linear Quadratic Regulator Sarah Dean Horia Mania Nikolai Matni Benjamin Recht Stephen Tu 63 574 0 04 Oct 2017
The Landscape of Empirical Risk for Non-convex Losses Song Mei Yu Bai Andrea Montanari 52 312 0 22 Jul 2016
Regularization and the small-ball method I: sparse recovery Guillaume Lecué S. Mendelson 38 93 0 21 Jan 2016
Continuous control with deep reinforcement learning Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel N. Heess Tom Erez Yuval Tassa David Silver Daan Wierstra 193 13,174 0 09 Sep 2015
Learning with Square Loss: Localization through Offset Rademacher Complexity Tengyuan Liang Alexander Rakhlin Karthik Sridharan 41 73 0 21 Feb 2015
Taming the Monster: A Fast and Simple Algorithm for Contextual Bandits Alekh Agarwal Daniel J. Hsu Satyen Kale John Langford Lihong Li Robert Schapire OffRL 192 504 0 04 Feb 2014
Active and passive learning of linear separators under log-concave distributions Maria-Florina Balcan Philip M. Long 52 148 0 06 Nov 2012
Efficient Learning of Generalized Linear and Single Index Models with Isotonic Regression Sham Kakade Adam Tauman Kalai Varun Kanade Ohad Shamir 125 180 0 11 Apr 2011
Online Learning via Sequential Complexities Alexander Rakhlin Karthik Sridharan Ambuj Tewari 75 101 0 06 Jun 2010