Stochastic Methods

Delay-Adaptive Distributed Stochastic Optimization AAAI 2020 Differentially Private Small Dataset Release Using Random Projections UAI 2020 Distributed Feature Screening via Componentwise Debiasing JMLR 2020 Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms NeurIPS 2020 Distributionally Ambiguous Optimization for Batch Bayesian Optimization JMLR 2020 Distributionally Robust Formulation and Model Selection for the Graphical Lasso AISTATS 2020 Distributionally Robust Parametric Maximum Likelihood Estimation NeurIPS 2020 Don’t Jump Through Hoops and Remove Those Loops: SVRG and Katyusha are Better Without the Outer Loop ALT 2020 Double-Loop Unadjusted Langevin Algorithm ICML 2020 Draining the Water Hole: Mitigating Social Engineering Attacks with CyberTWEAK AAAI 2020 D-SPIDER-SFO: A Decentralized Optimization Algorithm with Faster Convergence Rate for Nonconvex Problems AAAI 2020 Dual Instrumental Variable Regression NeurIPS 2020 Dual Stochastic MPC for Systems with Parametric and Structural Uncertainty L4DC 2020 Dynamically Adjusting Transformer Batch Size by Monitoring Gradient Direction Change ACL 2020 Dynamic Multi-Robot Task Allocation under Uncertainty and Temporal Constraints RSS 2020 Effective Dimension Adaptive Sketching Methods for Faster Regularized Least-Squares Optimization NeurIPS 2020 Effectively Unbiased FID and Inception Score and Where to Find Them CVPR 2020 Efficient Distance Approximation for Structured High-Dimensional Distributions via Learning NeurIPS 2020 Efficiently sampling functions from Gaussian process posteriors ICML 2020 Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees NeurIPS 2020 Efficient Online Learning of Optimal Rankings: Dimensionality Reduction via Gradient Descent NeurIPS 2020 Efficient Parameter Estimation of Truncated Boolean Product Distributions COLT 2020 Efficient Parametric Multi-Fidelity Surface Mapping RSS 2020 Efficient Projection-Free Online Methods with Stochastic Recursive Gradient AAAI 2020 Embedding Conjugate Gradient in Learning Random Walks for Landscape Connectivity Modeling in Conservation IJCAI 2020