Research Article

Hybrid Low-Order and Higher-Order Graph Convolutional Networks

Table 8

Comparison of network complexity and number of parameters.

MethodsComp.Params

GCN [6]O ()O ()
HO-3 [14]O ()O ()
HO-4 [14]O ()O (r)
MixHop [15]O (r)O ()
MixHop (learned) [15]O ()O ()
HLHG-2 (ours)O ()O ()
HLHG-3 (ours)O () (CiteSeer)O () (CiteSeer)
O () (Cora, PubMed)O () (Cora, PubMed)