95 citations · 252 across the 15 of their papers we have counts for
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cs.LG2023★ 1 cited
Local-to-global Perspectives on Graph Neural Networks
Chen Cai
This thesis presents a local-to-global perspective on graph neural networks (GNN), the leading architecture to process graph-structured data. After categorizing GNN into local Mess…
cs.LG2023★ 9 cited
On the Connection Between MPNN and Graph Transformer
Chen Cai, Truong Son Hy, Rose Yu +1
Graph Transformer (GT) recently has emerged as a new paradigm of graph learning algorithms, outperforming the previously popular Message Passing Neural Network (MPNN) on multiple b…