Utilizing Machine Learning to Predict Host Stars and the Key Elemental Abundances of Small Planets. - Amílcar R. Torres-Quijano; Natalie R. Hinkel; Caleb H. Wheeler III; Patrick A. Young; Luan Ghezzi; Augusto P. Baldo (CoRR, 2025)