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 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 Reducing the variance in online optimization by transporting past gradients 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 ADMM for Efficient Deep Learning with Global Convergence May 31, 2019 Deep Learning Stochastic Optimization
Code Code Available Don't Forget Your Teacher: A Corrective Reinforcement Learning Framework May 30, 2019 reinforcement-learning Reinforcement Learning
— Unverified Exploiting Uncertainty of Loss Landscape for Stochastic Optimization May 30, 2019 Stochastic Optimization
Code Code Available On stochastic gradient Langevin dynamics with dependent data streams: the fully non-convex case May 30, 2019 Stochastic Optimization
— Unverified Sample Complexity of Sample Average Approximation for Conditional Stochastic Optimization May 28, 2019 Causal Inference Reinforcement Learning
— Unverified Stochastic Gradient Methods with Layer-wise Adaptive Moments for Training of Deep Networks May 27, 2019 General Classification image-classification
Code Code Available 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 Non-cooperative Aerial Base Station Placement via Stochastic Optimization May 10, 2019 Stochastic Optimization
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 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 Accelerating first order optimization algorithms May 1, 2019 Stochastic Optimization
— Unverified signSGD via Zeroth-Order Oracle May 1, 2019 image-classification Image Classification
— Unverified A Walk with SGD: How SGD Explores Regions of Deep Network Loss? May 1, 2019 Stochastic Optimization
— Unverified A preconditioned accelerated stochastic gradient descent algorithm May 1, 2019 Stochastic Optimization
— Unverified Rethinking learning rate schedules for stochastic optimization May 1, 2019 Stochastic Optimization
— Unverified On Stationary-Point Hitting Time and Ergodicity of Stochastic Gradient Langevin Dynamics Apr 30, 2019 Stochastic Optimization
— Unverified The Step Decay Schedule: A Near Optimal, Geometrically Decaying Learning Rate Procedure For Least Squares Apr 29, 2019 Stochastic Optimization
Code Code Available Beyond Adaptive Submodularity: Approximation Guarantees of Greedy Policy with Adaptive Submodularity Ratio Apr 24, 2019 Decision Making feature selection
— Unverified On the Convergence of Adam and Beyond Apr 19, 2019 Stochastic Optimization
Code Code Available Constrained Deep Networks: Lagrangian Optimization via Log-Barrier Extensions Apr 8, 2019 Image Segmentation Semantic Segmentation
Code Code Available Adaptive Sequential Machine Learning Apr 4, 2019 BIG-bench Machine Learning Model Selection
— Unverified Large Batch Optimization for Deep Learning: Training BERT in 76 minutes Apr 1, 2019 Question Answering Stochastic Optimization
Code Code Available An Upper Bound for Minimum True Matches in Graph Isomorphism with Simulated Annealing Mar 29, 2019 Combinatorial Optimization Graph Matching
— Unverified Online Variance Reduction with Mixtures Mar 29, 2019 Stochastic Optimization
Code Code Available On the Influence of Bias-Correction on Distributed Stochastic Optimization Mar 26, 2019 Stochastic Optimization
— Unverified Stochastic Optimization of Sorting Networks via Continuous Relaxations Mar 21, 2019 Stochastic Optimization
Code Code Available Traversing the noise of dynamic mini-batch sub-sampled loss functions: A visual guide Mar 20, 2019 Stochastic Optimization
— Unverified The importance of better models in stochastic optimization Mar 20, 2019 Stochastic Optimization
Code Code Available Distributed stochastic optimization with gradient tracking over strongly-connected networks Mar 18, 2019 Stochastic Optimization
— Unverified Inefficiency of K-FAC for Large Batch Size Training Mar 14, 2019 Stochastic Optimization
— Unverified DeepOBS: A Deep Learning Optimizer Benchmark Suite Mar 13, 2019 Benchmarking Deep Learning
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