#stochastic perturbations

topicstochastic perturbations

2 papers · 1 filter

cs.LG2026

Persistent Gaussian Perturbations Prevent Oversmoothing in Recurrent Graph Neural Networks

Mostafa Haghir Chehreghani

The paper shows that injecting independent Gaussian noise after each step of a recurrent graph neural network creates a stochastic dynamical system that remains diverse, proving ma…

astro-ph.GA2026

Evolution of Binaries Under Stochastic Perturbations

Andrea Caputo, Giovanni Maria Tomaselli, Chris Hamilton

The paper presents a Fokker‑Planck framework for modeling how Keplerian binary systems evolve under random tidal and impulsive perturbations, providing explicit drift and diffusion…