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Stochastic Processes

373 directly classified papers

Papers per year

Papers

Variational Inference for Sparse Gaussian Process Modulated Hawkes Process AAAI 2020
Imputing typological values via phylogenetic inference EMNLP 2020
True Nonlinear Dynamics from Incomplete Networks AAAI 2020
Spatial-Temporal Gaussian Scale Mixture Modeling for Foreground Estimation AAAI 2020
On Testing of Samplers NIPS 2020
On the Ergodicity, Bias and Asymptotic Normality of Randomized Midpoint Sampling Method NIPS 2020
Baxter Permutation Process NIPS 2020
A random matrix analysis of random Fourier features: beyond the Gaussian kernel, a precise phase transition, and the corresponding double descent NIPS 2020
The Discrete Gaussian for Differential Privacy NIPS 2020
A Matrix Chernoff Bound for Markov Chains and Its Application to Co-occurrence Matrices NIPS 2020
Early-Stopping of Scattering Pattern Observation with Bayesian Modeling AAAI 2019
CGMH: Constrained Sentence Generation by Metropolis-Hastings Sampling AAAI 2019
Hamiltonian Monte Carlo with Energy Conserving Subsampling JMLR 2019
Importance Sampling Policy Evaluation with an Estimated Behavior Policy ICML 2019
Variational Optimization Based Reinforcement Learning for Infinite Dimensional Stochastic Systems CORL 2019
Real-Time Robotic Search using Structural Spatial Point Processes UAI 2019
Estimating Convergence of Markov chains with L-Lag Couplings NIPS 2019
Optimal Transport: Fast Probabilistic Approximation with Exact Solvers JMLR 2019
Thinning for Accelerating the Learning of Point Processes NIPS 2019
Band-Limited Gaussian Processes: The Sinc Kernel NIPS 2019
Elliptical Perturbations for Differential Privacy NIPS 2019
Size of Interventional Markov Equivalence Classes in random DAG models AISTATS 2019
MRI k-Space Motion Artefact Augmentation: Model Robustness and Task-Specific Uncertainty MIDL 2019
A Unified Mathematical Approach for Foraging and Construction Systems in a 1,000,000 Robot Swarm IJCAI 2019
The pywmi Framework and Toolbox for Probabilistic Inference using Weighted Model Integration IJCAI 2019