stochastic optimization

SpiderBoost and Momentum: Faster Variance Reduction Algorithms NeurIPS 2019 Stay With Me: Lifetime Maximization Through Heteroscedastic Linear Bandits With Reneging ICML 2019 Stochastic algorithms with descent guarantees for ICA AISTATS 2019 Stochastic Bandits with Context Distributions NeurIPS 2019 Stochastic Canonical Correlation Analysis JMLR 2019 Stochastic Exposure Coding for Handling Multi-ToF-Camera Interference ICCV 2019 Stochastic Frank-Wolfe for Composite Convex Minimization NeurIPS 2019 Stochastic Goal Recognition Design AAAI 2019 Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization ICML 2019 Stochastic Negative Mining for Learning with Large Output Spaces AISTATS 2019 Stochastic Optimization for DC Functions and Non-smooth Non-convex Regularizers with Non-asymptotic Convergence ICML 2019 Stochastic Optimization of Sorting Networks via Continuous Relaxations ICLR 2019 Stochastic Proximal Langevin Algorithm: Potential Splitting and Nonasymptotic Rates NeurIPS 2019 Stochastic Submodular Maximization with Performance-Dependent Item Costs AAAI 2019 Stochastic Variance-Reduced Cubic Regularization Methods JMLR 2019 Stochastic Variance Reduced Primal Dual Algorithms for Empirical Composition Optimization NeurIPS 2019 SySCD: A System-Aware Parallel Coordinate Descent Algorithm NeurIPS 2019 The Kelly Growth Optimal Portfolio with Ensemble Learning AAAI 2019 Theoretical Limits of Pipeline Parallel Optimization and Application to Distributed Deep Learning NeurIPS 2019 The Role of Memory in Stochastic Optimization UAI 2019 Think out of the "Box": Generically-Constrained Asynchronous Composite Optimization and Hedging NeurIPS 2019 Thinning for Accelerating the Learning of Point Processes NeurIPS 2019 Thompson Sampling Guided Stochastic Searching on the Line for Deceptive Environments with Applications to Root-Finding Problems JMLR 2019 Thresholding Bandit with Optimal Aggregate Regret NeurIPS 2019 Towards closing the gap between the theory and practice of SVRG NeurIPS 2019