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Learning Personalized Models with Clustered System Identification
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Learning Personalized Models with Clustered System Identification

Leonardo F. Toso
Hang Wang
James Anderson
ArXiv (abs)PDFHTML

Papers citing "Learning Personalized Models with Clustered System Identification"

18 / 18 papers shown
Title
Coreset-Based Task Selection for Sample-Efficient Meta-Reinforcement Learning
Coreset-Based Task Selection for Sample-Efficient Meta-Reinforcement Learning
Donglin Zhan
Leonardo F. Toso
James Anderson
211
3
0
04 Feb 2025
Learning Dynamical Systems by Leveraging Data from Similar Systems
Learning Dynamical Systems by Leveraging Data from Similar Systems
Lei Xin
Lintao Ye
G. Chiu
S. Sundaram
97
10
0
20 Jan 2025
Meta-Learning Operators to Optimality from Multi-Task Non-IID Data
Meta-Learning Operators to Optimality from Multi-Task Non-IID Data
Thomas T. Zhang
Leonardo F. Toso
James Anderson
Nikolai Matni
133
13
0
08 Aug 2023
Multi-Task Imitation Learning for Linear Dynamical Systems
Multi-Task Imitation Learning for Linear Dynamical Systems
Thomas T. Zhang
Katie Kang
Bruce D. Lee
Claire Tomlin
Sergey Levine
Stephen Tu
Nikolai Matni
113
24
0
01 Dec 2022
FedSysID: A Federated Approach to Sample-Efficient System Identification
FedSysID: A Federated Approach to Sample-Efficient System Identification
Han Wang
Leonardo F. Toso
James Anderson
FedML
53
18
0
25 Nov 2022
An Improved Algorithm for Clustered Federated Learning
An Improved Algorithm for Clustered Federated Learning
Harsh Vardhan
A. Ghosh
A. Mazumdar
FedML
53
8
0
20 Oct 2022
Identifying the Dynamics of a System by Leveraging Data from Similar Systems
Identifying the Dynamics of a System by Leveraging Data from Similar Systems
Lei Xin
Lintao Ye
G. Chiu
S. Sundaram
67
25
0
11 Apr 2022
Exploiting Shared Representations for Personalized Federated Learning
Exploiting Shared Representations for Personalized Federated Learning
Liam Collins
Hamed Hassani
Aryan Mokhtari
Sanjay Shakkottai
FedMLOOD
105
729
0
14 Feb 2021
An Efficient Framework for Clustered Federated Learning
An Efficient Framework for Clustered Federated Learning
Avishek Ghosh
Jichan Chung
Dong Yin
Kannan Ramchandran
FedML
89
869
0
07 Jun 2020
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints
Felix Sattler
K. Müller
Wojciech Samek
FedML
167
1,011
0
04 Oct 2019
Learning Linear Dynamical Systems with Semi-Parametric Least Squares
Learning Linear Dynamical Systems with Semi-Parametric Least Squares
Max Simchowitz
Ross Boczar
Benjamin Recht
67
116
0
02 Feb 2019
Non-asymptotic Identification of LTI Systems from a Single Trajectory
Non-asymptotic Identification of LTI Systems from a Single Trajectory
Samet Oymak
N. Ozay
69
226
0
14 Jun 2018
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification
Learning Without Mixing: Towards A Sharp Analysis of Linear System Identification
Max Simchowitz
Horia Mania
Stephen Tu
Michael I. Jordan
Benjamin Recht
76
342
0
22 Feb 2018
On the Sample Complexity of the Linear Quadratic Regulator
On the Sample Complexity of the Linear Quadratic Regulator
Sarah Dean
Horia Mania
Nikolai Matni
Benjamin Recht
Stephen Tu
81
580
0
04 Oct 2017
Non-Asymptotic Analysis of Robust Control from Coarse-Grained Identification
Non-Asymptotic Analysis of Robust Control from Coarse-Grained Identification
Stephen Tu
Ross Boczar
A. Packard
Benjamin Recht
87
70
0
15 Jul 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Chelsea Finn
Pieter Abbeel
Sergey Levine
OOD
838
11,961
0
09 Mar 2017
Statistical guarantees for the EM algorithm: From population to sample-based analysis
Statistical guarantees for the EM algorithm: From population to sample-based analysis
Sivaraman Balakrishnan
Martin J. Wainwright
Bin Yu
323
482
0
09 Aug 2014
Representation Learning: A Review and New Perspectives
Representation Learning: A Review and New Perspectives
Yoshua Bengio
Aaron Courville
Pascal Vincent
OODSSL
296
12,467
0
24 Jun 2012

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