Compared to existing methods, our approach offers three distinct advantages: first, HAB-MIL accurately identifies subtle imaging differences between IDH wild-type and lDH-mutant gliomas through key instance selection, helping clinicians pinpoint regions that are most informative for distinguishing IDH status. Here, IDH2 is linked to glioma.