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implicit regularization

93 papers

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Co-occurring keywords

gradient descent (1144) stochastic gradient descent (1091) neural network (6616) neural network optimization (1293) deep neural network (1803) gradient flow (142) ridge regression (134) matrix factorization (529) matrix sensing (24) stochastic differential equation (181)

Papers

Graph-Dependent Implicit Regularisation for Distributed Stochastic Subgradient Descent JMLR 2020
Implicit Regularization in Deep Learning May Not Be Explainable by Norms NIPS 2020
The Implicit and Explicit Regularization Effects of Dropout ICML 2020
Policy Optimization for $\mathcal{H}_2$ Linear Control with $\mathcal{H}_\infty$ Robustness Guarantee: Implicit Regularization and Global Convergence L4DC 2020
Implicit Regularization of Random Feature Models ICML 2020
Implicit Regularization of Accelerated Methods in Hilbert Spaces NIPS 2019
Implicit Regularization of Discrete Gradient Dynamics in Linear Neural Networks NIPS 2019
Traditional and Heavy Tailed Self Regularization in Neural Network Models ICML 2019
Implicit Regularization for Optimal Sparse Recovery NIPS 2019
Implicit Regularization in Deep Matrix Factorization NIPS 2019
Implicit Regularization in Nonconvex Statistical Estimation: Gradient Descent Converges Linearly for Phase Retrieval and Matrix Completion ICML 2018
Algorithmic Regularization in Over-parameterized Matrix Sensing and Neural Networks with Quadratic Activations COLT 2018
Algorithmic Regularization in Learning Deep Homogeneous Models: Layers are Automatically Balanced NIPS 2018
Connecting Optimization and Regularization Paths NIPS 2018
The Implicit Bias of Gradient Descent on Separable Data JMLR 2018
Zeroth-order (Non)-Convex Stochastic Optimization via Conditional Gradient and Gradient Updates NIPS 2018
Implicit Regularization in Matrix Factorization NIPS 2017
Generalization Properties and Implicit Regularization for Multiple Passes SGM ICML 2016