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Stochastic Processes

373 directly classified papers

Papers per year

Papers

Posterior Contraction Rates for Matérn Gaussian Processes on Riemannian Manifolds NIPS 2023
Concentration analysis of multivariate elliptic diffusions JMLR 2023
Infinite-dimensional optimization and Bayesian nonparametric learning of stochastic differential equations JMLR 2023
Learning Mixtures of Markov Chains and MDPs ICML 2023
Probabilistic Numerical Method of Lines for Time-Dependent Partial Differential Equations AISTATS 2022
Bounding the Error of Discretized Langevin Algorithms for Non-Strongly Log-Concave Targets JMLR 2022
Three rates of convergence or separation via U-statistics in a dependent framework JMLR 2022
Exact simulation of diffusion first exit times: algorithm acceleration JMLR 2022
Multiple Testing in Nonparametric Hidden Markov Models: An Empirical Bayes Approach JMLR 2022
LinCDE: Conditional Density Estimation via Lindsey's Method JMLR 2022
Phase transitions in when feedback is useful NIPS 2022
Learning Temporal Point Processes for Efficient Retrieval of Continuous Time Event Sequences AAAI 2022
Fenrir: Physics-Enhanced Regression for Initial Value Problems ICML 2022
Robust SDE-Based Variational Formulations for Solving Linear PDEs via Deep Learning ICML 2022
More Than a Toy: Random Matrix Models Predict How Real-World Neural Representations Generalize ICML 2022
Adaptive Data Analysis with Correlated Observations ICML 2022
A Langevin-like Sampler for Discrete Distributions ICML 2022
Scalable MCMC Sampling for Nonsymmetric Determinantal Point Processes ICML 2022
Markov Chain Monte Carlo for Continuous-Time Switching Dynamical Systems ICML 2022
Marginal Tail-Adaptive Normalizing Flows ICML 2022
Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Sampling JMLR 2022
Signature Moments to Characterize Laws of Stochastic Processes JMLR 2022
Convergence Rates for Gaussian Mixtures of Experts JMLR 2022
Kernel Autocovariance Operators of Stationary Processes: Estimation and Convergence JMLR 2022
Interval-censored Hawkes processes JMLR 2022