Methods > Graphs

Graph Models

The Graph Methods include neural network architectures for learning on graphs with prior structure information, popularly called as Graph Neural Networks (GNNs).

METHOD YEAR PAPERS
GCN
2016 368
GAT
2017 50
GraphSAGE
2017 30
MPNN
2017 12
Graph Transformer
2020 11
RGCN
2017 8
SchNet
2017 8
GGS-NNs
2015 8
BiGCN
2020 3
RE-NET
2019 2
GNNCL
2020 2
GCNFN
2019 2
Symbolic Deep Learning
2020 1
HMGNN
2020 1
CGNN
2019 1
MXMNet
2020 1
PinvGCN
2020 1
S-GCN
2020 1