Training-Only Heterogeneous Image-Patch-Text Graph Supervision for Advancing Few-Shot Learning Adapters. - Mohammed Rahman Sherif Khan Mohammad; Ardhendu Behera; Sandip Pradhan; Swagat Kumar; Amr Ahmed 002 (CoRR, 2026)