Approximate Cross-validation: Guarantees for Model Assessment and
Selection

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Approximate Cross-validation: Guarantees for Model Assessment and Selection

2 March 2020

Maximilian Kasy

Lester W. Mackey

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Papers citing "Approximate Cross-validation: Guarantees for Model Assessment and Selection"

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Title
Failures and Successes of Cross-Validation for Early-Stopped Gradient Descent Pratik Patil Yuchen Wu Robert Tibshirani 126 5 0 26 Feb 2024
Inconsistency of cross-validation for structure learning in Gaussian graphical models Zhao Lyu Wai Ming Tai Mladen Kolar Bryon Aragam CML 27 0 0 28 Dec 2023
Optimizer's Information Criterion: Dissecting and Correcting Bias in Data-Driven Optimization G. Iyengar Henry Lam Tianyu Wang 64 4 0 16 Jun 2023
Iterative Approximate Cross-Validation Yuetian Luo Zhimei Ren Rina Foygel Barber 75 7 0 05 Mar 2023
Extrapolated cross-validation for randomized ensembles Jin-Hong Du Pratik V. Patil Kathryn Roeder Arun K. Kuchibhotla 69 5 0 27 Feb 2023
Algorithms that Approximate Data Removal: New Results and Limitations Vinith Suriyakumar Ashia Wilson MU 99 32 0 25 Sep 2022
Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression William T. Stephenson Zachary Frangella Madeleine Udell Tamara Broderick 91 12 0 19 Jul 2021
Synthetic Data for Model Selection Alon Shoshan Nadav Bhonker Igor Kviatkovsky Matan Fintz Gérard Medioni 49 5 0 03 May 2021
Leave Zero Out: Towards a No-Cross-Validation Approach for Model Selection Weikai Li Chuanxing Geng Songcan Chen 55 14 0 24 Dec 2020
Approximate Cross-Validation with Low-Rank Data in High Dimensions William T. Stephenson Madeleine Udell Tamara Broderick 27 2 0 24 Aug 2020
Stochastic Optimization Forests Nathan Kallus Xiaojie Mao 200 50 0 17 Aug 2020
Cross-validation Confidence Intervals for Test Error Pierre Bayle Alexandre Bayle Lucas Janson Lester W. Mackey 63 40 0 24 Jul 2020
Approximate Cross-Validation for Structured Models S. Ghosh William T. Stephenson Tin D. Nguyen Sameer K. Deshpande Tamara Broderick 71 16 0 23 Jun 2020