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Transfer Meta-Learning: Information-Theoretic Bounds and Information
  Meta-Risk Minimization
v1v2 (latest)

Transfer Meta-Learning: Information-Theoretic Bounds and Information Meta-Risk Minimization

4 November 2020
Sharu Theresa Jose
Osvaldo Simeone
G. Durisi
ArXiv (abs)PDFHTML

Papers citing "Transfer Meta-Learning: Information-Theoretic Bounds and Information Meta-Risk Minimization"

13 / 13 papers shown
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications
Huayi Tang
Yong Liu
543
3
0
08 Nov 2023
Bayes meets Bernstein at the Meta Level: an Analysis of Fast Rates in
  Meta-Learning with PAC-Bayes
Bayes meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes
Charles Riou
Pierre Alquier
Badr-Eddine Chérief-Abdellatif
298
10
0
23 Feb 2023
PAC-Bayes Bounds for Bandit Problems: A Survey and Experimental
  Comparison
PAC-Bayes Bounds for Bandit Problems: A Survey and Experimental ComparisonIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
H. Flynn
David Reeb
M. Kandemir
Jan Peters
OffRL
385
10
0
29 Nov 2022
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness
Evaluated CMI Bounds for Meta Learning: Tightness and ExpressivenessNeural Information Processing Systems (NeurIPS), 2022
Fredrik Hellström
G. Durisi
254
15
0
12 Oct 2022
Information-Theoretic Analysis of Unsupervised Domain Adaptation
Information-Theoretic Analysis of Unsupervised Domain AdaptationInternational Conference on Learning Representations (ICLR), 2022
Ziqiao Wang
Yongyi Mao
489
16
0
03 Oct 2022
Online Bayesian Meta-Learning for Cognitive Tracking Radar
Online Bayesian Meta-Learning for Cognitive Tracking RadarIEEE Transactions on Aerospace and Electronic Systems (TAES), 2022
C. Thornton
R. M. Buehrer
A. Martone
243
8
0
07 Jul 2022
Is Bayesian Model-Agnostic Meta Learning Better than Model-Agnostic Meta
  Learning, Provably?
Is Bayesian Model-Agnostic Meta Learning Better than Model-Agnostic Meta Learning, Provably?International Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Lisha Chen
Tianyi
BDL
211
21
0
06 Mar 2022
Modeling Human Exploration Through Resource-Rational Reinforcement
  Learning
Modeling Human Exploration Through Resource-Rational Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2022
Marcel Binz
Eric Schulz
282
19
0
27 Jan 2022
User-friendly introduction to PAC-Bayes bounds
User-friendly introduction to PAC-Bayes bounds
Pierre Alquier
FedML
712
272
0
21 Oct 2021
Learning an Explicit Hyperparameter Prediction Function Conditioned on
  Tasks
Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks
Jun Shu
Deyu Meng
Zongben Xu
365
13
0
06 Jul 2021
Transfer Bayesian Meta-learning via Weighted Free Energy Minimization
Transfer Bayesian Meta-learning via Weighted Free Energy MinimizationInternational Workshop on Machine Learning for Signal Processing (MLSP), 2021
Yunchuan Zhang
Sharu Theresa Jose
Osvaldo Simeone
266
0
0
20 Jun 2021
Meta-strategy for Learning Tuning Parameters with Guarantees
Meta-strategy for Learning Tuning Parameters with GuaranteesEntropy (Entropy), 2021
Dimitri Meunier
Pierre Alquier
265
9
0
04 Feb 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-LearningInternational Symposium on Information Theory (ISIT), 2021
Sharu Theresa Jose
Osvaldo Simeone
285
15
0
21 Jan 2021
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