Distributionally Robust Optimization with Correlated Data from Vector Autoregressive Processes Sep 8, 2019 Stochastic Optimization
— Unverified Multi-Level Composite Stochastic Optimization via Nested Variance Reduction Aug 29, 2019 Stochastic Optimization
— Unverified Stochastic Optimization for Non-convex Inf-Projection Problems Aug 26, 2019 Stochastic Optimization
— Unverified RATQ: A Universal Fixed-Length Quantizer for Stochastic Optimization Aug 22, 2019 Quantization Stochastic Optimization
— Unverified Fast Multi-Agent Temporal-Difference Learning via Homotopy Stochastic Primal-Dual Optimization Aug 7, 2019 Multi-agent Reinforcement Learning Reinforcement Learning
— Unverified Gradient flows and proximal splitting methods: A unified view on accelerated and stochastic optimization Aug 2, 2019 BIG-bench Machine Learning Distributed Optimization
— Unverified From low probability to high confidence in stochastic convex optimization Jul 31, 2019 Stochastic Optimization Vocal Bursts Intensity Prediction
— Unverified Optimal Dynamic Multi-Resource Management in Earth Observation Oriented Space Information Networks Jul 30, 2019 Earth Observation Management
— Unverified Quadruply Stochastic Gradients for Large Scale Nonlinear Semi-Supervised AUC Optimization Jul 29, 2019 Stochastic Optimization
— Unverified The Wang-Landau Algorithm as Stochastic Optimization and Its Acceleration Jul 27, 2019 Stochastic Optimization
— Unverified DEAM: Adaptive Momentum with Discriminative Weight for Stochastic Optimization Jul 25, 2019 Stochastic Optimization
— Unverified Re-route Package Pickup and Delivery Planning with Random Demands Jul 24, 2019 Stochastic Optimization
— Unverified Hessian based analysis of SGD for Deep Nets: Dynamics and Generalization Jul 24, 2019 Stochastic Optimization
— Unverified Multi-Objective Optimization for Drone Delivery Jul 24, 2019 Scheduling Stochastic Optimization
— Unverified An introduction to decentralized stochastic optimization with gradient tracking Jul 23, 2019 BIG-bench Machine Learning Stochastic Optimization
— Unverified Hyperlink Regression via Bregman Divergence Jul 22, 2019 Graph Embedding Link Prediction
— Unverified When can we improve on sample average approximation for stochastic optimization? Jul 19, 2019 Portfolio Optimization Stochastic Optimization
— Unverified Ordered SGD: A New Stochastic Optimization Framework for Empirical Risk Minimization Jul 9, 2019 Stochastic Optimization
Code Code Available SVGD: A Virtual Gradients Descent Method for Stochastic Optimization Jul 9, 2019 Stochastic Optimization
Code Code Available Variational Inference MPC for Bayesian Model-based Reinforcement Learning Jul 8, 2019 Bayesian Inference Model-based Reinforcement Learning
— Unverified A Hybrid Stochastic Optimization Framework for Stochastic Composite Nonconvex Optimization Jul 8, 2019 Stochastic Optimization
— Unverified The Role of Memory in Stochastic Optimization Jul 2, 2019 Stochastic Optimization
— Unverified A Note On The Popularity of Stochastic Optimization Algorithms in Different Fields: A Quantitative Analysis from 2007 to 2017 Jun 30, 2019 Stochastic Optimization
— Unverified Asymptotic Network Independence in Distributed Stochastic Optimization for Machine Learning Jun 28, 2019 BIG-bench Machine Learning Distributed Optimization
— Unverified DP-LSSGD: A Stochastic Optimization Method to Lift the Utility in Privacy-Preserving ERM Jun 28, 2019 Privacy Preserving Stochastic Optimization
Code Code Available Topic Modeling via Full Dependence Mixtures Jun 13, 2019 GPU Stochastic Optimization
Code Code Available Reducing the variance in online optimization by transporting past gradients Jun 8, 2019 Stochastic Optimization
Code Code Available Optimal Convergence for Stochastic Optimization with Multiple Expectation Constraints Jun 8, 2019 Stochastic Optimization
— Unverified Online Forecasting of Total-Variation-bounded Sequences Jun 8, 2019 Stochastic Optimization
Code Code Available Universal Boosting Variational Inference Jun 4, 2019 Stochastic Optimization Variational Inference
Code Code Available A Generic Acceleration Framework for Stochastic Composite Optimization Jun 3, 2019 Stochastic Optimization
Code Code Available Data-Pooling in Stochastic Optimization Jun 1, 2019 Management Stochastic Optimization
Code Code Available Beyond Volumetric Albedo -- A Surface Optimization Framework for Non-Line-Of-Sight Imaging Jun 1, 2019 Stochastic Optimization
— Unverified Don't Forget Your Teacher: A Corrective Reinforcement Learning Framework May 30, 2019 reinforcement-learning Reinforcement Learning
— Unverified On stochastic gradient Langevin dynamics with dependent data streams: the fully non-convex case May 30, 2019 Stochastic Optimization
— Unverified Exploiting Uncertainty of Loss Landscape for Stochastic Optimization May 30, 2019 Stochastic Optimization
Code Code Available Sample Complexity of Sample Average Approximation for Conditional Stochastic Optimization May 28, 2019 Causal Inference Reinforcement Learning
— Unverified A view of Estimation of Distribution Algorithms through the lens of Expectation-Maximization May 24, 2019 Stochastic Optimization
— Unverified AI-CARGO: A Data-Driven Air-Cargo Revenue Management System May 22, 2019 Decision Making Management
— Unverified Cloud Storage for Multi-Service Battery Operation (Extended Version) May 17, 2019 Blocking RTE
— Unverified Approximation of the objective insensitivity regions using Hierarchic Memetic Strategy coupled with Covariance Matrix Adaptation Evolutionary Strategy May 17, 2019 global-optimization Stochastic Optimization
— Unverified Hybrid Stochastic Gradient Descent Algorithms for Stochastic Nonconvex Optimization May 15, 2019 Stochastic Optimization
— Unverified Trajectory-Based Off-Policy Deep Reinforcement Learning May 14, 2019 continuous-control Continuous Control
Code Code Available On the Computation and Communication Complexity of Parallel SGD with Dynamic Batch Sizes for Stochastic Non-Convex Optimization May 10, 2019 Stochastic Optimization
— Unverified A Contrastive Divergence for Combining Variational Inference and MCMC May 10, 2019 Stochastic Optimization Variational Inference
Code Code Available Non-cooperative Aerial Base Station Placement via Stochastic Optimization May 10, 2019 Stochastic Optimization
Code Code Available Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization May 9, 2019 Stochastic Optimization
Code Code Available Smoothing Policies and Safe Policy Gradients May 8, 2019 Reinforcement Learning Stochastic Optimization
— Unverified A Latent Variational Framework for Stochastic Optimization May 5, 2019 Bayesian Inference Stochastic Optimization
— Unverified A preconditioned accelerated stochastic gradient descent algorithm May 1, 2019 Stochastic Optimization
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