This file contains Supplementary Materials S1-S3: detailed parameter settings for the base learners and the feature selection procedures (S1); the specific constraints and configurations of the NSGA-II algorithm (S2); and the predefined hyperparameter search ranges used for Bayesian optimization (S3).