conftrace_

variance reduction

523 papers

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Also known as

VR

Co-occurring keywords

stochastic optimization (1060) stochastic gradient descent (1091) stochastic gradient (296) reinforcement learning (4352) policy gradient (520) nonconvex optimization (316) gradient estimation (150) non-convex optimization (547) importance sampling (318) control variate (54)

Papers

Stochastic Variance Reduced Optimization for Nonconvex Sparse Learning ICML 2016
Variance-Reduced and Projection-Free Stochastic Optimization ICML 2016
Starting Small - Learning with Adaptive Sample Sizes ICML 2016
Stochastic Block BFGS: Squeezing More Curvature out of Data ICML 2016
Doubly Robust Off-policy Value Evaluation for Reinforcement Learning ICML 2016
Adaptive Sampling for SGD by Exploiting Side Information ICML 2016
Riemannian SVRG: Fast Stochastic Optimization on Riemannian Manifolds NIPS 2016
Accelerated Stochastic Gradient Descent for Minimizing Finite Sums AISTATS 2016
Control Functionals for Quasi-Monte Carlo Integration AISTATS 2016
Cyclades: Conflict-free Asynchronous Machine Learning NIPS 2016
Variance Reduction in Stochastic Gradient Langevin Dynamics NIPS 2016
Truncated Variance Reduction: A Unified Approach to Bayesian Optimization and Level-Set Estimation NIPS 2016
Proximal Stochastic Methods for Nonsmooth Nonconvex Finite-Sum Optimization NIPS 2016
A Fast and Reliable Policy Improvement Algorithm AISTATS 2016
A Universal Catalyst for First-Order Optimization NIPS 2015
Stochastic Optimization with Importance Sampling for Regularized Loss Minimization ICML 2015
Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems NIPS 2015
StopWasting My Gradients: Practical SVRG NIPS 2015
Adaptive Strategy for Stratified Monte Carlo Sampling JMLR 2015
Gradient Estimation Using Stochastic Computation Graphs NIPS 2015
Regularized Policy Gradients: Direct Variance Reduction in Policy Gradient Estimation ACML 2015
Local Smoothness in Variance Reduced Optimization NIPS 2015
Variance Reduction via Antithetic Markov Chains AISTATS 2015
Variance Reduced Stochastic Gradient Descent with Neighbors NIPS 2015
On Variance Reduction in Stochastic Gradient Descent and its Asynchronous Variants NIPS 2015