SelfGRL: Self-Organized Graph Representation Learning Inspired by Helmholtz Free Energy Minimization

Graph Representation Learning (GRL) requires node embeddings to preserve local structural coherence while remaining globally discriminative. Existing graph self-supervised methods generally coordinate these competing objectives through method-specific designs, lacking a unified and adaptive mechanis