Stochastic Methods

Nonparametric Estimation of Probability Density Functions of Random Persistence Diagrams JMLR 2019 No-Regret Learning in Unknown Games with Correlated Payoffs NeurIPS 2019 Normal Approximation for Stochastic Gradient Descent via Non-Asymptotic Rates of Martingale CLT COLT 2019 Nostalgic Adam: Weighting More of the Past Gradients When Designing the Adaptive Learning Rate IJCAI 2019 Not All FPRASs are Equal: Demystifying FPRASs for DNF-Counting (Extended Abstract) IJCAI 2019 On Differentially Private Graph Sparsification and Applications NeurIPS 2019 On Division Versus Saturation in Pseudo-Boolean Solving IJCAI 2019 On Efficient Optimal Transport: An Analysis of Greedy and Accelerated Mirror Descent Algorithms ICML 2019 Online Markov Decoding: Lower Bounds and Near-Optimal Approximation Algorithms NeurIPS 2019 Online sampling from log-concave distributions NeurIPS 2019 On the Convergence of Gaussian Belief Propagation with Nodes of Arbitrary Size JMLR 2019 On the convergence of single-call stochastic extra-gradient methods NeurIPS 2019 On the Global Convergence of (Fast) Incremental Expectation Maximization Methods NeurIPS 2019 On the Optimality of Perturbations in Stochastic and Adversarial Multi-armed Bandit Problems NeurIPS 2019 On the Time Complexity of Algorithm Selection Hyper-Heuristics for Multimodal Optimisation AAAI 2019 On two ways to use determinantal point processes for Monte Carlo integration NeurIPS 2019 Open Problem: Do Good Algorithms Necessarily Query Bad Points? COLT 2019 Optimal Minimization of the Sum of Three Convex Functions with a Linear Operator AISTATS 2019 Optimal Pricing in Repeated Posted-Price Auctions with Different Patience of the Seller and the Buyer NeurIPS 2019 Optimal Transport: Fast Probabilistic Approximation with Exact Solvers JMLR 2019 Optimizing Generalized PageRank Methods for Seed-Expansion Community Detection NeurIPS 2019 Optimizing in the Dark: Learning an Optimal Solution through a Simple Request Interface AAAI 2019 Persistence Bag-of-Words for Topological Data Analysis IJCAI 2019 Perturbed-History Exploration in Stochastic Linear Bandits UAI 2019 Phaseless PCA: Low-Rank Matrix Recovery from Column-wise Phaseless Measurements ICML 2019