Stochastic Processes

CHIP: A Hawkes Process Model for Continuous-time Networks with Scalable and Consistent Estimation NeurIPS 2020 Clinician-in-the-Loop Decision Making: Reinforcement Learning with Near-Optimal Set-Valued Policies ICML 2020 Collaborative Exploration in Stochastic Multi-Player Bandits ACML 2020 Collapsing Bandits and Their Application to Public Health Intervention NeurIPS 2020 Comparing Machine Learning Techniques for Blood Glucose Forecasting Using Free-living and Patient Generated Data MLHC 2020 Continuous-Time Birth-Death MCMC for Bayesian Regression Tree Models JMLR 2020 Convergence Rates for the Stochastic Gradient Descent Method for Non-Convex Objective Functions JMLR 2020 Cooperative Multi-Agent Bandits with Heavy Tails ICML 2020 Cooperative Online Learning: Keeping your Neighbors Updated ALT 2020 Correspondence-Free Material Reconstruction using Sparse Surface Constraints CVPR 2020 Corruption-Tolerant Gaussian Process Bandit Optimization AISTATS 2020 Counterfactual Off-Policy Training for Neural Dialogue Generation EMNLP 2020 Decentralized Langevin Dynamics for Bayesian Learning NeurIPS 2020 Decentralized TD Tracking with Linear Function Approximation and its Finite-Time Analysis NeurIPS 2020 Decision-Making with Auto-Encoding Variational Bayes NeurIPS 2020 Deep Learning Tubes for Tube MPC RSS 2020 Deep Time-Stream Framework for Click-through Rate Prediction by Tracking Interest Evolution AAAI 2020 Delay and Cooperation in Nonstochastic Linear Bandits NeurIPS 2020 Demystifying Orthogonal Monte Carlo and Beyond NeurIPS 2020 Depth Uncertainty in Neural Networks NeurIPS 2020 Detecting Extrapolation with Local Ensembles ICLR 2020 Discriminative Particle Filter Reinforcement Learning for Complex Partial observations ICLR 2020 Distributed, partially collapsed MCMC for Bayesian Nonparametrics AISTATS 2020 Divide, Conquer, and Combine: a New Inference Strategy for Probabilistic Programs with Stochastic Support ICML 2020 Do you have the right scissors? Tailoring Pre-trained Language Models via Monte-Carlo Methods ACL 2020