Stochastic Processes

Convergence rates and approximation results for SGD and its continuous-time counterpart COLT 2021 Convergence Rates of Stochastic Gradient Descent under Infinite Noise Variance NeurIPS 2021 Converse, Focus and Guess - Towards Multi-Document Driven Dialogue AAAI 2021 Corralling Stochastic Bandit Algorithms AISTATS 2021 Critical Parameters for Scalable Distributed Learning with Large Batches and Asynchronous Updates AISTATS 2021 Dangers of Bayesian Model Averaging under Covariate Shift NeurIPS 2021 Decentralized Multi-Agent Linear Bandits with Safety Constraints AAAI 2021 DeepCOVID: An Operational Deep Learning-driven Framework for Explainable Real-time COVID-19 Forecasting AAAI 2021 Deep Explicit Duration Switching Models for Time Series NeurIPS 2021 Deep Generative Analysis for Task-Based Functional MRI Experiments MLHC 2021 Deep Generative Learning via Schrödinger Bridge ICML 2021 Detecting and Adapting to Irregular Distribution Shifts in Bayesian Online Learning NeurIPS 2021 Deterministic Mini-batch Sequencing for Training Deep Neural Networks AAAI 2021 DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning ICML 2021 Differentiable Annealed Importance Sampling and the Perils of Gradient Noise NeurIPS 2021 Differentiable Particle Filtering via Entropy-Regularized Optimal Transport ICML 2021 Differentially Private Monotone Submodular Maximization Under Matroid and Knapsack Constraints AISTATS 2021 Differentially Private Stochastic Coordinate Descent AAAI 2021 Differential Privacy Dynamics of Langevin Diffusion and Noisy Gradient Descent NeurIPS 2021 Diffusion Probabilistic Models for 3D Point Cloud Generation CVPR 2021 Diffusion Schrödinger Bridge with Applications to Score-Based Generative Modeling NeurIPS 2021 Disposable Linear Bandits for Online Recommendations AAAI 2021 Dissecting the Aero-Acoustic Parameters of Open Articulatory Transitions Interspeech 2021 Distributional Reinforcement Learning for Multi-Dimensional Reward Functions NeurIPS 2021 Diverse Video Generation using a Gaussian Process Trigger ICLR 2021