Fair Top-k Katz Centrality via Graph Design
BLADE is developed, a scalable boundary-link algorithm that avoids dense Katz-kernel maintenance by using score-based direct-target batches and warm-started Katz updates and reaches the desired top-k representation using far fewer edits than natural baselines, while scaling to large real-world graphs and preserving the...