Optimization

Stochastic Frank-Wolfe for Composite Convex Minimization NeurIPS 2019 Stochastic Gradient Descent on Separable Data: Exact Convergence with a Fixed Learning Rate AISTATS 2019 Stochastic Gradient Descent with Exponential Convergence Rates of Expected Classification Errors AISTATS 2019 Stochastic Gradient/Mirror Descent: Minimax Optimality and Implicit Regularization ICLR 2019 Stochastic Nonconvex Optimization with Large Minibatches ALT 2019 Stochastic Optimal Control as Approximate Input Inference CoRL 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 Shared Embeddings: Data-driven Regularization of Embedding Layers NeurIPS 2019 Stochastic Submodular Maximization with Performance-Dependent Item Costs AAAI 2019 Stochastic Variance-Reduced Cubic Regularization for Nonconvex Optimization AISTATS 2019 Stochastic Variance-Reduced Cubic Regularization Methods JMLR 2019 Stochastic Variance Reduced Primal Dual Algorithms for Empirical Composition Optimization NeurIPS 2019 Strategic Signaling for Selling Information Goods IJCAI 2019 Strategyproof and Approximately Maxmin Fair Share Allocation of Chores IJCAI 2019 Streaming Principal Component Analysis From Incomplete Data JMLR 2019 StrokeNet: A Neural Painting Environment ICLR 2019 Structured Prediction with Projection Oracles NeurIPS 2019 Structured Pruning of Neural Networks With Budget-Aware Regularization CVPR 2019 Structured Robust Submodular Maximization: Offline and Online Algorithms AISTATS 2019 Style Transfer for Texts: Retrain, Report Errors, Compare with Rewrites EMNLP 2019 Styrian Dialect Classification: Comparing and Fusing Classifiers Based on a Feature Selection Using a Genetic Algorithm Interspeech 2019 Subgradient Descent Learns Orthogonal Dictionaries ICLR 2019 Sublinear quantum algorithms for training linear and kernel-based classifiers ICML 2019 Submodular Maximization beyond Non-negativity: Guarantees, Fast Algorithms, and Applications ICML 2019