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Stochastic Processes

2667 directly classified papers

Papers per year

Papers

Characterizing the Exact Behaviors of Temporal Difference Learning Algorithms Using Markov Jump Linear System Theory NIPS 2019
Deep Variational Koopman Models: Inferring Koopman Observations for Uncertainty-Aware Dynamics Modeling and Control IJCAI 2019
Robust Online Matching with User Arrival Distribution Drift AAAI 2019
Asynchronous Proximal Stochastic Gradient Algorithm for Composition Optimization Problems AAAI 2019
Mitigating Uncertainty in Document Classification NAACL 2019
Deep Random Splines for Point Process Intensity Estimation of Neural Population Data NIPS 2019
Simulation-Based Approach to Efficient Commonsense Reasoning in Very Large Knowledge Bases AAAI 2019
First Exit Time Analysis of Stochastic Gradient Descent Under Heavy-Tailed Gradient Noise NIPS 2019
Adaptive Sparse Confidence-Weighted Learning for Online Feature Selection AAAI 2019
Stein Point Markov Chain Monte Carlo ICML 2019
Nonparametric Regressive Point Processes Based on Conditional Gaussian Processes NIPS 2019
Passed & Spurious: Descent Algorithms and Local Minima in Spiked Matrix-Tensor Models ICML 2019
Approximate Bayesian Inference in Spatial Environments RSS 2019
DPPy: DPP Sampling with Python JMLR 2019
Stochastic Gradient Trees ACML 2019
Kernel-Based Reinforcement Learning in Robust Markov Decision Processes ICML 2019
Autoregressive Policies for Continuous Control Deep Reinforcement Learning IJCAI 2019
Assumed Density Filtering Q-learning IJCAI 2019
Conditions on Features for Temporal Difference-Like Methods to Converge IJCAI 2019
Large Scale Evolving Graphs with Burst Detection IJCAI 2019
On the Convergence of (Stochastic) Gradient Descent with Extrapolation for Non-Convex Minimization IJCAI 2019
Optimal Exploitation of Clustering and History Information in Multi-armed Bandit IJCAI 2019
Building Trust in Deep Learning System towards Automated Disease Detection AAAI 2019
Switching Linear Dynamics for Variational Bayes Filtering ICML 2019
Understanding the Impact of Entropy on Policy Optimization ICML 2019