Search Results for author: Haiquan Qiu

Found 3 papers, 2 papers with code

Graph Unitary Message Passing

no code implementations17 Mar 2024 Haiquan Qiu, Yatao Bian, Quanming Yao

Then, unitary adjacency matrix is obtained with a unitary projection algorithm, which is implemented by utilizing the intrinsic structure of unitary adjacency matrix and allows GUMP to be permutation-equivariant.

Graph Learning

Understanding Expressivity of GNN in Rule Learning

1 code implementation22 Mar 2023 Haiquan Qiu, Yongqi Zhang, Yong Li, Quanming Yao

These results further inspire us to propose a novel labeling strategy to learn more rules in KG reasoning.

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