An Exponential Efron-Stein Inequality for Lq Stable Learning Rules

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An Exponential Efron-Stein Inequality for Lq Stable Learning Rules

12 March 2019

Karim Abou-Moustafa

Csaba Szepesvári

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

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Title
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 B. Avelin L. Viitasaari 103 3 0 04 Nov 2022
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 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 Alec Farid Anirudha Majumdar 81 36 0 12 Feb 2021
Toward Better Generalization Bounds with Locally Elastic Stability Zhun Deng Hangfeng He Weijie J. Su 71 44 0 27 Oct 2020