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contrastive alignment 1heterogeneous knowledge graphs 1hypergraph learning 1meta-path modeling 1node importance estimation 1

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cs.AI2026

DualHNIE: Dual-Channel Hypergraph Learning for Node Importance Estimation in Heterogeneous Knowledge Graphs

Jiawen Chen, Yanyan He, Qi Shao +4

The paper introduces DualHNIE, a dual‑channel hypergraph framework that constructs meta‑path based hyperedges and employs separate structure‑aware and semantic‑aware encoders with…