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Information-theoretic analysis for transfer learning
v1v2 (latest)

Information-theoretic analysis for transfer learning

18 May 2020
Xuetong Wu
J. Manton
U. Aickelin
Jingge Zhu
ArXiv (abs)PDFHTML

Papers citing "Information-theoretic analysis for transfer learning"

8 / 8 papers shown
Title
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications
Huayi Tang
Yong Liu
152
0
0
08 Nov 2023
Information-Theoretic Analysis of Unsupervised Domain Adaptation
Information-Theoretic Analysis of Unsupervised Domain Adaptation
Ziqiao Wang
Yongyi Mao
119
11
0
03 Oct 2022
Learning Algorithm Generalization Error Bounds via Auxiliary
  Distributions
Learning Algorithm Generalization Error Bounds via Auxiliary Distributions
Gholamali Aminian
Saeed Masiha
Laura Toni
M. Rodrigues
53
9
0
02 Oct 2022
A Bayesian Approach to (Online) Transfer Learning: Theory and Algorithms
A Bayesian Approach to (Online) Transfer Learning: Theory and Algorithms
Xuetong Wu
J. Manton
U. Aickelin
Jingge Zhu
57
17
0
03 Sep 2021
An Information-Theoretic Analysis of the Impact of Task Similarity on
  Meta-Learning
An Information-Theoretic Analysis of the Impact of Task Similarity on Meta-Learning
Sharu Theresa Jose
Osvaldo Simeone
84
11
0
21 Jan 2021
Individually Conditional Individual Mutual Information Bound on
  Generalization Error
Individually Conditional Individual Mutual Information Bound on Generalization Error
Ruida Zhou
C. Tian
Tie Liu
78
32
0
17 Dec 2020
Transfer Meta-Learning: Information-Theoretic Bounds and Information
  Meta-Risk Minimization
Transfer Meta-Learning: Information-Theoretic Bounds and Information Meta-Risk Minimization
Sharu Theresa Jose
Osvaldo Simeone
G. Durisi
114
17
0
04 Nov 2020
Information-Theoretic Bounds on Transfer Generalization Gap Based on
  Jensen-Shannon Divergence
Information-Theoretic Bounds on Transfer Generalization Gap Based on Jensen-Shannon Divergence
Sharu Theresa Jose
Osvaldo Simeone
106
16
0
13 Oct 2020
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