Finally, as shown in the Upset plot in the SI (Figure ), the overlap and exclusivity of MOF selections across the methods (IPs, STD, EI, and PI) reveal distinct yet complementary strategies for training data selection. The analysis highlights a consensus set of 611 MOFs identified by all methods, emphasizing their critical importance, while also demonstrating the unique contributions of each approach. The 611 MOFs represent a core subset of materials with broad structural diversity and balanced properties. As shown in the PC space projection (Figure , top panel), these MOFs are widely distributed across the dataset, confirming that they are representative of the entire property domain.