Causality-driven feature selection and domain adaptation for enhancing chemical foundation models in downstream tasks. - Eduardo Almeida Soares 001; Victor Shirasuna; Emilio Vital Brazil; Karen Fiorella Aquino Gutierrez; Renato Cerqueira; Dmitry Zubarev; Kristin Schmidt; Daniel P. Sanders 002 (Mach. Learn. Sci. Technol., 2025)