一作ACL 2026Findings· Findings of ACL
Beyond Topology: Generative Node Importance Estimation via Structure-Guided Semantic Reasoning
Kuofei Fang · Siyan Wu · Yu Guo · Bin Wu
摘要
Node Importance Estimation (NIE) in Knowledge Graphs (KGs) aims to quantify the significance of entities, serving as a pivotal instrument for deciphering the latent mechanisms of social dynamics. However, existing methods are often confined to supervised paradigms and rely heavily on topological...