most citedToward Efficient and Accurate EMRI Parameter Estimation: A Machine Learning-Enhanced MCMC Framework

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astro-ph.EP2025

Estimating Orbital Parameters of Direct Imaging Exoplanet Using Neural Network

Bo Liang, Hanlin Song, Chang Liu +9

In this work, we propose a flow-matching Markov chain Monte Carlo (FM-MCMC) algorithm for estimating the orbital parameters of exoplanetary systems, especially for those only one e…