stochastic optimization

The Devil is in the Detail: A Framework for Macroscopic Prediction via Microscopic Models NeurIPS 2020 Topic Modeling via Full Dependence Mixtures ICML 2020 Trading-Off Static and Dynamic Regret in Online Least-Squares and Beyond AAAI 2020 X-Armed Bandits: Optimizing Quantiles, CVaR and Other Risks ACML 2019 A Communication Efficient Stochastic Multi-Block Alternating Direction Method of Multipliers NeurIPS 2019 A Composite Randomized Incremental Gradient Method ICML 2019 A Contrastive Divergence for Combining Variational Inference and MCMC ICML 2019 Active Probabilistic Inference on Matrices for Pre-Conditioning in Stochastic Optimization AISTATS 2019 Adaptive Antithetic Sampling for Variance Reduction ICML 2019 Adaptive Proximal Average Based Variance Reducing Stochastic Methods for Optimization with Composite Regularization AAAI 2019 Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search ICML 2019 AdaShift: Decorrelation and Convergence of Adaptive Learning Rate Methods ICLR 2019 A Generic Acceleration Framework for Stochastic Composite Optimization NeurIPS 2019 Agnostic Federated Learning ICML 2019 A Latent Variational Framework for Stochastic Optimization NeurIPS 2019 An Accelerated Decentralized Stochastic Proximal Algorithm for Finite Sums NeurIPS 2019 Analysis of Thompson Sampling for Combinatorial Multi-armed Bandit with Probabilistically Triggered Arms AISTATS 2019 An Optimal Algorithm for Stochastic Three-Composite Optimization AISTATS 2019 An Optimal Private Stochastic-MAB Algorithm based on Optimal Private Stopping Rule ICML 2019 Approximate Optimal Transport for Continuous Densities with Copulas IJCAI 2019 A simple parameter-free and adaptive approach to optimization under a minimal local smoothness assumption ALT 2019 A Stochastic Composite Gradient Method with Incremental Variance Reduction NeurIPS 2019 A Sufficient Condition for Convergences of Adam and RMSProp CVPR 2019 Asynchronous Delay-Aware Accelerated Proximal Coordinate Descent for Nonconvex Nonsmooth Problems AAAI 2019 Asynchronous Stochastic Frank-Wolfe Algorithms for Non-Convex Optimization IJCAI 2019