8 citations · 13 across the 2 of their papers we have counts for
2 papers
cs.LG2022★ 8 cited
Ordered Subgraph Aggregation Networks
Chendi Qian, Gaurav Rattan, Floris Geerts +2
Numerous subgraph-enhanced graph neural networks (GNNs) have emerged recently, provably boosting the expressive power of standard (message-passing) GNNs. However, there is a limite…
cs.AI2022★ 5 cited
On the expressive power of message-passing neural networks as global feature map transformers
Floris Geerts, Jasper Steegmans, Jan Van den Bussche
We investigate the power of message-passing neural networks (MPNNs) in their capacity to transform the numerical features stored in the nodes of their input graphs. Our focus is on…