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Comparing Comparators in Generalization Bounds

Comparing Comparators in Generalization Bounds

16 October 2023
Fredrik Hellström
Benjamin Guedj
ArXivPDFHTML

Papers citing "Comparing Comparators in Generalization Bounds"

11 / 11 papers shown
Title
Generalization in Federated Learning: A Conditional Mutual Information Framework
Ziqiao Wang
Cheng Long
Yongyi Mao
FedML
52
0
0
06 Mar 2025
Sample Compression Unleashed: New Generalization Bounds for Real Valued Losses
Sample Compression Unleashed: New Generalization Bounds for Real Valued Losses
Mathieu Bazinet
Valentina Zantedeschi
Pascal Germain
MLT
AI4CE
16
2
0
26 Sep 2024
PAC-Bayes-Chernoff bounds for unbounded losses
PAC-Bayes-Chernoff bounds for unbounded losses
Ioar Casado
Luis A. Ortega
A. Masegosa
Aritz Pérez Martínez
19
6
0
02 Jan 2024
Exponential Stochastic Inequality
Exponential Stochastic Inequality
Peter Grünwald
M. F. Pérez-Ortiz
Zakaria Mhammedi
19
1
0
27 Apr 2023
On the tightness of information-theoretic bounds on generalization error
  of learning algorithms
On the tightness of information-theoretic bounds on generalization error of learning algorithms
Xuetong Wu
J. Manton
U. Aickelin
Jingge Zhu
18
2
0
26 Mar 2023
PAC-Bayes Generalisation Bounds for Heavy-Tailed Losses through
  Supermartingales
PAC-Bayes Generalisation Bounds for Heavy-Tailed Losses through Supermartingales
Maxime Haddouche
Benjamin Guedj
32
20
0
03 Oct 2022
Information-theoretic generalization bounds for black-box learning
  algorithms
Information-theoretic generalization bounds for black-box learning algorithms
Hrayr Harutyunyan
Maxim Raginsky
Greg Ver Steeg
Aram Galstyan
32
41
0
04 Oct 2021
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent
  Estimates
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates
Jeffrey Negrea
Mahdi Haghifam
Gintare Karolina Dziugaite
Ashish Khisti
Daniel M. Roy
FedML
105
146
0
06 Nov 2019
Simpler PAC-Bayesian Bounds for Hostile Data
Simpler PAC-Bayesian Bounds for Hostile Data
Pierre Alquier
Benjamin Guedj
79
72
0
23 Oct 2016
Statistical exponential families: A digest with flash cards
Statistical exponential families: A digest with flash cards
Frank Nielsen
Vincent Garcia
80
183
0
25 Nov 2009
Pac-Bayesian Supervised Classification: The Thermodynamics of
  Statistical Learning
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning
O. Catoni
133
451
0
03 Dec 2007
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