Stochastic Processes

Fast Estimation of Causal Interactions using Wold Processes NeurIPS 2018 Fast Monte-Carlo Localization on Aerial Vehicles Using Approximate Continuous Belief Representations CVPR 2018 Finding Global Optima in Nonconvex Stochastic Semidefinite Optimization with Variance Reduction AISTATS 2018 Finite Sample Analysis of Two-Timescale Stochastic Approximation with Applications to Reinforcement Learning COLT 2018 First-order Stochastic Algorithms for Escaping From Saddle Points in Almost Linear Time NeurIPS 2018 Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches ICLR 2018 Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints COLT 2018 Generalizing Hamiltonian Monte Carlo with Neural Networks ICLR 2018 Geometrically Coupled Monte Carlo Sampling NeurIPS 2018 Gradient Descent for Sparse Rank-One Matrix Completion for Crowd-Sourced Aggregation of Sparsely Interacting Workers ICML 2018 Gradient Diversity: a Key Ingredient for Scalable Distributed Learning AISTATS 2018 Hierarchical Dirichlet Gaussian Marked Hawkes Process for Narrative Reconstruction in Continuous Time Domain EMNLP 2018 How Deep Are Deep Gaussian Processes? JMLR 2018 Human-Centric Indoor Scene Synthesis Using Stochastic Grammar CVPR 2018 HyP-DESPOT: A Hybrid Parallel Algorithm for Online Planning under Uncertainty RSS 2018 Hypernetwork-based Implicit Posterior Estimation and Model Averaging of CNN ACML 2018 Implicational Universals in Stochastic Constraint-Based Phonology EMNLP 2018 Implicit Reparameterization Gradients NeurIPS 2018 Improved Regret Bounds for Thompson Sampling in Linear Quadratic Control Problems ICML 2018 Incremental Computation of Infix Probabilities for Probabilistic Finite Automata EMNLP 2018 Inference in Deep Gaussian Processes using Stochastic Gradient Hamiltonian Monte Carlo NeurIPS 2018 Inference via Low-Dimensional Couplings JMLR 2018 Infinite-Horizon Gaussian Processes NeurIPS 2018 Instrument-Armed Bandits ALT 2018 Langevin Monte Carlo and JKO splitting COLT 2018