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benign overfitting

35 papers

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Co-occurring keywords

gradient descent (1144) neural network (6616) excess risk (66) linear regression (282) neural tangent kernel (205) hinge loss (49) relu network (143) implicit bia (107) risk bound (71) kernel ridge regression (111)

Papers

Harmless interpolation in regression and classification with structured features AISTATS 2022
Tight bounds for minimum $\ell_1$-norm interpolation of noisy data AISTATS 2022
The Implicit Bias of Benign Overfitting COLT 2022
Redundant representations help generalization in wide neural networks NIPS 2022
Benign Overfitting in Two-layer Convolutional Neural Networks NIPS 2022
Benign Overfitting of Constant-Stepsize SGD for Linear Regression COLT 2021
Benign Overfitting in Multiclass Classification: All Roads Lead to Interpolation NIPS 2021
Risk Bounds for Over-parameterized Maximum Margin Classification on Sub-Gaussian Mixtures NIPS 2021
A Deep Conditioning Treatment of Neural Networks ALT 2021
Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds and Benign Overfitting NIPS 2021