conftrace_

overparameterized learning

7 papers

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Co-occurring keywords

stochastic gradient descent (1091) generalization bound (652) variance bound (11) neural network (6616) dynamical stability (5) decentralized learning (103) bias-variance decomposition (17) simplicity bia (12) linear model (94) separable datum (12)

Papers

Characterizing Dynamical Stability of Stochastic Gradient Descent in Overparameterized Learning JMLR 2025
Simplicity Bias in Overparameterized Machine Learning AAAI 2024
The Power of Preconditioning in Overparameterized Low-Rank Matrix Sensing ICML 2023
On Generalization of Decentralized Learning with Separable Data AISTATS 2023
Generalization for multiclass classification with overparameterized linear models NIPS 2022
The Benefits of Implicit Regularization from SGD in Least Squares Problems NIPS 2021
Benign Overfitting of Constant-Stepsize SGD for Linear Regression COLT 2021