Figure 1. Framework for multi-objective optimization of high-abundance magnets based on ML. ML: Machine learning; TOPSIS: Technique for Order Preference by Similarity to Ideal Solution; SHAP: SHapley Additive exPlanations analysis; GWP: global warming potential.