14 citations · 18 across the 8 of their papers we have counts for
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cs.LG2023★ 1 cited
PC-Conv: Unifying Homophily and Heterophily with Two-fold Filtering
Bingheng Li, Erlin Pan, Zhao Kang
Recently, many carefully crafted graph representation learning methods have achieved impressive performance on either strong heterophilic or homophilic graphs, but not both. Theref…
cs.SI2023★ 14 cited
Beyond Homophily: Reconstructing Structure for Graph-agnostic Clustering
Erlin Pan, Zhao Kang
Graph neural networks (GNNs) based methods have achieved impressive performance on node clustering task. However, they are designed on the homophilic assumption of graph and cluste…