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test error
test error
12 papers
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deep neural network
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neural network
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ridge regression
(134)
model selection
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variance error
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power-law spectrum
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bayes-optimal test error
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quadratic activation
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image classifier
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confidence interval
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Papers
Scaling Laws in Linear Regression: Compute, Parameters, and Data
NIPS 2024
Bayes-optimal learning of an extensive-width neural network from quadratically many samples
NIPS 2024
A Theoretical Analysis of the Test Error of Finite-Rank Kernel Ridge Regression
NIPS 2023
Deterministic equivalent and error universality of deep random features learning
ICML 2023
(Almost) Provable Error Bounds Under Distribution Shift via Disagreement Discrepancy
NIPS 2023
Universality of empirical risk minimization
COLT 2022
Relative stability toward diffeomorphisms indicates performance in deep nets
NIPS 2021
Asymptotics of Ridge(less) Regression under General Source Condition
AISTATS 2021
Rethink the Connections among Generalization, Memorization, and the Spectral Bias of DNNs
IJCAI 2021
Learning Curves for Analysis of Deep Networks
ICML 2021
Cross-validation Confidence Intervals for Test Error
NIPS 2020
Adversarial Examples Are a Natural Consequence of Test Error in Noise
ICML 2019
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