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20232026
most citedFacilitating Graph Neural Networks with Random Walk on Simplicial Complexes

7 citations · 11 across the 20 of their papers we have counts for

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cs.LG2023★ 1 cited

PyTorch Geometric High Order: A Unified Library for High Order Graph Neural Network

Xiyuan Wang, Muhan Zhang

We introduce PyTorch Geometric High Order (PyGHO), a library for High Order Graph Neural Networks (HOGNNs) that extends PyTorch Geometric (PyG). Unlike ordinary Message Passing Neu…

cs.LG2023★ 7 cited

Facilitating Graph Neural Networks with Random Walk on Simplicial Complexes

Cai Zhou, Xiyuan Wang, Muhan Zhang

Node-level random walk has been widely used to improve Graph Neural Networks. However, there is limited attention to random walk on edge and, more generally, on -simplices. This…