stochastic optimization

Zeroth-Order Online Alternating Direction Method of Multipliers: Convergence Analysis and Applications AISTATS 2018 Zeroth-Order Stochastic Variance Reduction for Nonconvex Optimization NeurIPS 2018 Accelerated Stochastic Greedy Coordinate Descent by Soft Thresholding Projection onto Simplex NeurIPS 2017 Accelerating Stochastic Composition Optimization JMLR 2017 Acceleration and Averaging in Stochastic Descent Dynamics NeurIPS 2017 Adaptive Learning Rate via Covariance Matrix Based Preconditioning for Deep Neural Networks IJCAI 2017 Adaptive SVRG Methods under Error Bound Conditions with Unknown Growth Parameter NeurIPS 2017 ADMM without a Fixed Penalty Parameter: Faster Convergence with New Adaptive Penalization NeurIPS 2017 A Fast Stochastic Contact Model for Planar Pushing and Grasping: Theory and Experimental Validation RSS 2017 Affine-Invariant Online Optimization and the Low-rank Experts Problem NeurIPS 2017 Approximate Newton Methods and Their Local Convergence ICML 2017 A Scale Free Algorithm for Stochastic Bandits with Bounded Kurtosis NeurIPS 2017 A Simulated Annealing Based Inexact Oracle for Wasserstein Loss Minimization ICML 2017 A Stochastic Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization AISTATS 2017 A Unified Analysis of Stochastic Optimization Methods Using Jump System Theory and Quadratic Constraints COLT 2017 Clustering by Sum of Norms: Stochastic Incremental Algorithm, Convergence and Cluster Recovery ICML 2017 Communication-efficient Algorithms for Distributed Stochastic Principal Component Analysis ICML 2017 Constraint-Based Symmetry Detection in General Game Playing IJCAI 2017 Efficient Algorithms And Representations For Chance-constrained Mixed Constraint Programming IJCAI 2017 Efficient Online Bandit Multiclass Learning with Õ(√T) Regret ICML 2017 Efficient Use of Limited-Memory Accelerators for Linear Learning on Heterogeneous Systems NeurIPS 2017 Fast Black-box Variational Inference through Stochastic Trust-Region Optimization NeurIPS 2017 Faster and Non-ergodic O(1/K) Stochastic Alternating Direction Method of Multipliers NeurIPS 2017 Fast Rates for Bandit Optimization with Upper-Confidence Frank-Wolfe NeurIPS 2017 Fast Stochastic Variance Reduced ADMM for Stochastic Composition Optimization IJCAI 2017