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A. Qiu

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Aug 2026

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...

Jundan Ji, Meng-Jun Liu, Nanguang Chen et al. · 0 citations

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