conftrace_

overparameterized learning

10 papers

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Co-occurring keywords · papers mentioning both

stochastic gradient descent (5) generalization bound (3) dynamical stability (2) global minimum (2) excess risk (2) ridge regression (2) neural network (1) global minima (1) multiple descent (1) variance bound (1)

Papers

Characterizing Dynamical Stability of Stochastic Gradient Descent in Overparameterized Learning JMLR 2025 Multiple Descent in the Multiple Random Feature Model JMLR 2024 Simplicity Bias in Overparameterized Machine Learning AAAI 2024 On Generalization of Decentralized Learning with Separable Data AISTATS 2023 The Power of Preconditioning in Overparameterized Low-Rank Matrix Sensing ICML 2023 Generalization for multiclass classification with overparameterized linear models NeurIPS 2022 Benign Overfitting of Constant-Stepsize SGD for Linear Regression COLT 2021 The Benefits of Implicit Regularization from SGD in Least Squares Problems NeurIPS 2021 Accelerating SGD with momentum for over-parameterized learning ICLR 2020 How SGD Selects the Global Minima in Over-parameterized Learning: A Dynamical Stability Perspective NeurIPS 2018