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The paper defines a topology-driven structural manipulability score for gate-level netlists based on path participation, k-core embedding, symmetry, and centrality, and evaluates how well different GNN architectures approximate it across ISCAS85 and EPFL benchmarks, with a case study on Trojan detection.