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 Recursive Variance-Reduced Cubic Regularization Methods AISTATS 2020
Lower Bounds and Optimal Algorithms for Personalized Federated Learning NIPS 2020
A Group-Theoretic Framework for Data Augmentation JMLR 2020
Adaptive Trade-Offs in Off-Policy Learning AISTATS 2020
Expected Policy Gradients for Reinforcement Learning JMLR 2020
Monte Carlo Gradient Estimation in Machine Learning JMLR 2020
Importance Sampling Techniques for Policy Optimization JMLR 2020
Linearly Converging Error Compensated SGD NIPS 2020
From Importance Sampling to Doubly Robust Policy Gradient ICML 2020
Momentum-Based Policy Gradient Methods ICML 2020
Variance Reduction and Quasi-Newton for Particle-Based Variational Inference ICML 2020
Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization ICML 2020
Accelerated Stochastic Gradient-free and Projection-free Methods ICML 2020
A simpler approach to accelerated optimization: iterative averaging meets optimism ICML 2020
Acceleration for Compressed Gradient Descent in Distributed and Federated Optimization ICML 2020
Almost Tune-Free Variance Reduction ICML 2020
Path Sample-Analytic Gradient Estimators for Stochastic Binary Networks NIPS 2020
An Accelerated DFO Algorithm for Finite-sum Convex Functions ICML 2020
Direct Policy Gradients: Direct Optimization of Policies in Discrete Action Spaces NIPS 2020
Demystifying Orthogonal Monte Carlo and Beyond NIPS 2020
BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization NIPS 2020
Understanding the Curse of Horizon in Off-Policy Evaluation via Conditional Importance Sampling ICML 2020
Accelerating Stratified Sampling SGD by Reconstructing Strata IJCAI 2020
Uncorrected Least-Squares Temporal Difference with Lambda-Return AAAI 2020
Sample Complexity of Asynchronous Q-Learning: Sharper Analysis and Variance Reduction NIPS 2020