Topology-constrained graph transformer network for structural and functional brain organization
A Topology-Constrained Graph Transformer Network (TC-GTN) that explicitly integrates brain network topology into graph learning, and introduces cycle-based edge positional encodings (CEPE) that provide a topological coordinate system for distinguishing edges with similar local structures but different cycle-level conte...