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Stochastic Processes

438 papers

Papers per year

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9
29
16
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Papers

Probabilistic size-and-shape functional mixed models NIPS 2024
Parametric model reduction of mean-field and stochastic systems via higher-order action matching NIPS 2024
Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series NIPS 2024
Identifiability Analysis of Linear ODE Systems with Hidden Confounders NIPS 2024
Minimum Entropy Coupling with Bottleneck NIPS 2024
Queueing Matching Bandits with Preference Feedback NIPS 2024
A Separation in Heavy-Tailed Sampling: Gaussian vs. Stable Oracles for Proximal Samplers NIPS 2024
Log-concave Sampling from a Convex Body with a Barrier: a Robust and Unified Dikin Walk NIPS 2024
Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits NIPS 2024
Zeroth-Order Sampling Methods for Non-Log-Concave Distributions: Alleviating Metastability by Denoising Diffusion NIPS 2024
From Biased to Unbiased Dynamics: An Infinitesimal Generator Approach NIPS 2024
Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces NIPS 2024
Differentially Private Set Representations NIPS 2024
Small coresets via negative dependence: DPPs, linear statistics, and concentration NIPS 2024
Deep Learning for Computing Convergence Rates of Markov Chains NIPS 2024
An Efficient High-dimensional Gradient Estimator for Stochastic Differential Equations NIPS 2024
Decomposable Transformer Point Processes NIPS 2024
Spectral Learning of Shared Dynamics Between Generalized-Linear Processes NIPS 2024
Variance estimation in compound decision theory under boundedness NIPS 2024
Matrix Denoising with Doubly Heteroscedastic Noise: Fundamental Limits and Optimal Spectral Methods NIPS 2024
Piecewise deterministic generative models NIPS 2024
Learning the Infinitesimal Generator of Stochastic Diffusion Processes NIPS 2024
Computing the Bias of Constant-step Stochastic Approximation with Markovian Noise NIPS 2024
Hawkes-Enhanced Spatial-Temporal Hypergraph Contrastive Learning Based on Criminal Correlations AAAI 2024
When Are Two Lists Better than One?: Benefits and Harms in Joint Decision-Making AAAI 2024