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stochastic gradient descent

1088 papers

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Also known as

SGD ASGD SAGA SGM SGDA PSGD SKGD

Co-occurring keywords

non-convex optimization (546) distributed learning (563) neural network optimization (1293) convergence rate (606) convex optimization (1320) neural network (6616) variance reduction (520) stochastic optimization (1060) convergence analysis (394) differential privacy (1010)

Papers

Generalization Properties and Implicit Regularization for Multiple Passes SGM ICML 2016
Black-Box Alpha Divergence Minimization ICML 2016
Rich Component Analysis ICML 2016
Starting Small - Learning with Adaptive Sample Sizes ICML 2016
Train faster, generalize better: Stability of stochastic gradient descent ICML 2016
Even Faster Accelerated Coordinate Descent Using Non-Uniform Sampling ICML 2016
On the Influence of Momentum Acceleration on Online Learning JMLR 2016
Online ICA: Understanding Global Dynamics of Nonconvex Optimization via Diffusion Processes NIPS 2016
Barzilai-Borwein Step Size for Stochastic Gradient Descent NIPS 2016
Stochastic Variance Reduction for Nonconvex Optimization ICML 2016
Early Stopping as Nonparametric Variational Inference AISTATS 2016
Stochastic Gradient Methods for Distributionally Robust Optimization with f-divergences NIPS 2016
Scalable Adaptive Stochastic Optimization Using Random Projections NIPS 2016
Global Optimality of Local Search for Low Rank Matrix Recovery NIPS 2016
Multiple Kernel Learning with Data Augmentation ACML 2016
Scaling-up Empirical Risk Minimization: Optimization of Incomplete $U$-statistics JMLR 2016
DSA: Decentralized Double Stochastic Averaging Gradient Algorithm JMLR 2016
Convergence of Stochastic Gradient Descent for PCA ICML 2016
Adaptive Sampling for SGD by Exploiting Side Information ICML 2016
Low-rank tensor completion: a Riemannian manifold preconditioning approach ICML 2016
Unbounded Bayesian Optimization via Regularization AISTATS 2016
A Variational Analysis of Stochastic Gradient Algorithms ICML 2016
Solving Ridge Regression using Sketched Preconditioned SVRG ICML 2016
Adaptive Hashing for Fast Similarity Search ICCV 2015
Probabilistic Line Searches for Stochastic Optimization NIPS 2015