Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization Jun 4, 2018 Stochastic Optimization
— Unverified Probabilistic Joint Face-Skull Modelling for Facial Reconstruction Jun 1, 2018 Face Model Stochastic Optimization
— Unverified A PID Controller Approach for Stochastic Optimization of Deep Networks Jun 1, 2018 Stochastic Optimization
Code Code Available Kernel embedding of maps for sequential Bayesian inference: The variational mapping particle filter May 29, 2018 Bayesian Inference Sequential Bayesian Inference
Code Code Available Graph Oracle Models, Lower Bounds, and Gaps for Parallel Stochastic Optimization May 25, 2018 Stochastic Optimization
— Unverified Zeroth-Order Stochastic Variance Reduction for Nonconvex Optimization May 25, 2018 Material Classification Stochastic Optimization
Code Code Available Learning to Optimize Contextually Constrained Problems for Real-Time Decision-Generation May 23, 2018 Active Learning Portfolio Optimization
— Unverified Universal discriminative quantum neural networks May 22, 2018 Quantum Machine Learning Stochastic Optimization
— Unverified Robust 6D Object Pose Estimation with Stochastic Congruent Sets May 16, 2018 6D Pose Estimation 6D Pose Estimation using RGB
— Unverified Dyna: A Method of Momentum for Stochastic Optimization May 13, 2018 Computational Efficiency Stochastic Optimization
— Unverified Robust Utility Maximization in Discrete-Time Markets with Friction May 10, 2018 Friction Stochastic Optimization
— Unverified Optimal Virtualization Framework for Cellular Networks with Downlink Rate Coverage Probability Constraints Apr 26, 2018 Stochastic Optimization
— Unverified Stochastic Conditional Gradient Methods: From Convex Minimization to Submodular Maximization Apr 24, 2018 Stochastic Optimization
— Unverified Simultaneous shot inversion for nonuniform geometries using fast data interpolation Apr 23, 2018 Stochastic Optimization
— Unverified Nonparametric Stochastic Compositional Gradient Descent for Q-Learning in Continuous Markov Decision Problems Apr 19, 2018 Q-Learning Stochastic Optimization
Code Code Available Adafactor: Adaptive Learning Rates with Sublinear Memory Cost Apr 11, 2018 Machine Translation Stochastic Optimization
Code Code Available Towards Training Probabilistic Topic Models on Neuromorphic Multi-chip Systems Apr 10, 2018 Stochastic Optimization Topic Models
— Unverified Cauchy noise loss for stochastic optimization of random matrix models via free deterministic equivalents Apr 9, 2018 parameter estimation Stochastic Optimization
Code Code Available Byzantine Stochastic Gradient Descent Mar 23, 2018 Stochastic Optimization
— Unverified Lower error bounds for the stochastic gradient descent optimization algorithm: Sharp convergence rates for slowly and fast decaying learning rates Mar 22, 2018 Stochastic Optimization
— Unverified On the insufficiency of existing momentum schemes for Stochastic Optimization Mar 15, 2018 Stochastic Optimization
Code Code Available Averaging Weights Leads to Wider Optima and Better Generalization Mar 14, 2018 Image Classification Stochastic Optimization
Code Code Available The Challenge of Crafting Intelligible Intelligence Mar 9, 2018 Stochastic Optimization
— Unverified A Stochastic Semismooth Newton Method for Nonsmooth Nonconvex Optimization Mar 9, 2018 Binary Classification Stochastic Optimization
— Unverified Sever: A Robust Meta-Algorithm for Stochastic Optimization Mar 7, 2018 Drug Design Stochastic Optimization
Code Code Available Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization Mar 6, 2018 Dimensionality Reduction Stochastic Optimization
— Unverified ADMM-based Networked Stochastic Variational Inference Feb 27, 2018 Articles Document Classification
— Unverified Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Feb 26, 2018 Deep Learning Neural Architecture Search
Code Code Available Guaranteed Sufficient Decrease for Stochastic Variance Reduced Gradient Optimization Feb 26, 2018 Stochastic Optimization
— Unverified Shampoo: Preconditioned Stochastic Tensor Optimization Feb 26, 2018 Stochastic Optimization
Code Code Available Stochastic Hyperparameter Optimization through Hypernetworks Feb 26, 2018 BIG-bench Machine Learning Hyperparameter Optimization
Code Code Available Distributed Stochastic Optimization via Adaptive SGD Feb 16, 2018 Stochastic Optimization
— Unverified A Diffusion Approximation Theory of Momentum SGD in Nonconvex Optimization Feb 14, 2018 Bayesian Inference Dimensionality Reduction
— Unverified Superposition-Assisted Stochastic Optimization for Hawkes Processes Feb 13, 2018 Diversity Recommendation Systems
— Unverified Stochastic Variance-Reduced Hamilton Monte Carlo Methods Feb 13, 2018 Stochastic Optimization
— Unverified Online Variance Reduction for Stochastic Optimization Feb 13, 2018 Stochastic Optimization
Code Code Available Robust and Sparse Regression in GLM by Stochastic Optimization Feb 9, 2018 regression Stochastic Optimization
— Unverified DeepType: Multilingual Entity Linking by Neural Type System Evolution Feb 3, 2018 Entity Disambiguation Entity Embeddings
Code Code Available When Does Stochastic Gradient Algorithm Work Well? Jan 18, 2018 General Classification regression
— Unverified Asynchronous Stochastic Variational Inference Jan 12, 2018 Stochastic Optimization Variational Inference
— Unverified SpectralNet: Spectral Clustering using Deep Neural Networks Jan 4, 2018 Clustering Stochastic Optimization
Code Code Available Momentum and Stochastic Momentum for Stochastic Gradient, Newton, Proximal Point and Subspace Descent Methods Dec 27, 2017 Stochastic Optimization
— Unverified Statistical Inference for the Population Landscape via Moment Adjusted Stochastic Gradients Dec 20, 2017 Stochastic Optimization Uncertainty Quantification
— Unverified Third-order Smoothness Helps: Even Faster Stochastic Optimization Algorithms for Finding Local Minima Dec 18, 2017 Stochastic Optimization
— Unverified Wasserstein Distributionally Robust Optimization and Variation Regularization Dec 17, 2017 Stochastic Optimization
— Unverified Stochastic Particle Gradient Descent for Infinite Ensembles Dec 14, 2017 Ensemble Learning Stochastic Optimization
— Unverified Proximodistal Exploration in Motor Learning as an Emergent Property of Optimization Dec 14, 2017 Stochastic Optimization
— Unverified Comparative analysis of criteria for filtering time series of word usage frequencies Dec 10, 2017 Stochastic Optimization Time Series
— Unverified Neumann Optimizer: A Practical Optimization Algorithm for Deep Neural Networks Dec 8, 2017 Stochastic Optimization
— Unverified ADMM without a Fixed Penalty Parameter: Faster Convergence with New Adaptive Penalization Dec 1, 2017 Stochastic Optimization
— Unverified 