stationary-distribution

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Deep Learning Method for Stationary Distribution of Reflected Brownian Motion

arXiv cs.LG · 2026-07-10 Cached

This paper presents a deep learning approach that learns the Laplace transform of high-dimensional reflected Brownian motion (RBM) stationary distributions using the basic adjoint relationship. The method demonstrates near-perfect prediction in high-dimensional settings where analytical solutions are unavailable.

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#stationary-distribution

A Stationary-Distribution Theory for Triplet-Based Plateau Search in Random Forest Ensemble-Size Selection

arXiv cs.LG · 2026-07-01 Cached

This paper develops a stationary-distribution theory for triplet-based plateau search in Random Forest ensemble-size selection, modeling the central ensemble size as a birth-death Markov chain and deriving equilibrium equations and asymptotic properties.

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