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An Exponential Efron-Stein Inequality for Lq Stable Learning Rules
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An Exponential Efron-Stein Inequality for Lq Stable Learning Rules

Karim Abou-Moustafa
Csaba Szepesvári
ArXiv (abs)PDFHTML

Papers citing "An Exponential Efron-Stein Inequality for Lq Stable Learning Rules"

6 / 6 papers shown
Title
Is Cross-Validation the Gold Standard to Evaluate Model Performance?
Is Cross-Validation the Gold Standard to Evaluate Model Performance?
Garud Iyengar
Henry Lam
Tianyu Wang
88
0
0
03 Jul 2024
Concentration inequalities for leave-one-out cross validation
Concentration inequalities for leave-one-out cross validation
B. Avelin
L. Viitasaari
103
3
0
04 Nov 2022
Stability & Generalisation of Gradient Descent for Shallow Neural Networks without the Neural Tangent Kernel
Stability & Generalisation of Gradient Descent for Shallow Neural Networks without the Neural Tangent Kernel
Dominic Richards
Ilja Kuzborskij
79
29
0
27 Jul 2021
RATT: Leveraging Unlabeled Data to Guarantee Generalization
RATT: Leveraging Unlabeled Data to Guarantee Generalization
Saurabh Garg
Sivaraman Balakrishnan
J. Zico Kolter
Zachary Chase Lipton
82
30
0
01 May 2021
Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability
Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability
Alec Farid
Anirudha Majumdar
81
36
0
12 Feb 2021
Toward Better Generalization Bounds with Locally Elastic Stability
Toward Better Generalization Bounds with Locally Elastic Stability
Zhun Deng
Hangfeng He
Weijie J. Su
71
44
0
27 Oct 2020