GNN 速查表

• SparseTensor: 如果已勾选（✓），支持基于 torch_sparse.SparseTensor 的消息传递，例如，GCNConv(...).forward(x, adj_t)。请参阅 这里 获取相关教程。

• edge_weight: 如果勾选（✓），支持使用一维边权重信息进行消息传递，例如，GraphConv(...).forward(x, edge_index, edge_weight)。

• edge_attr: 如果勾选（✓），支持使用多维边特征信息进行消息传递，例如，GINEConv(...).forward(x, edge_index, edge_attr)。

• bipartite: 如果勾选（✓），支持在二分图中进行消息传递，源节点和目标节点可能具有不同的特征维度，例如，SAGEConv(in_channels=(16, 32), out_channels=64)。

• static: 如果勾选（✓），支持在静态图中传递消息，例如，GCNConv(...).forward(x, edge_index) 其中 x 的形状为 [batch_size, num_nodes, in_channels]。

• lazy: 如果勾选（✓），支持消息传递层的延迟初始化，例如，SAGEConv(in_channels=-1, out_channels=64)。

图神经网络操作符

名称	SparseTensor	edge_weight	edge_attr	二分图	静态	懒惰
SimpleConv	✓	✓		✓	✓
GCNConv (Paper)	✓	✓			✓	✓
ChebConv (Paper)		✓			✓	✓
SAGEConv (Paper)	✓			✓	✓	✓
CuGraphSAGEConv (论文)					✓
GraphConv (Paper)	✓	✓		✓	✓	✓
GatedGraphConv (论文)	✓	✓			✓
ResGatedGraphConv (Paper)	✓		✓	✓	✓	✓
GATConv (Paper)	✓		✓	✓		✓
CuGraphGATConv (Paper)					✓
FusedGATConv (论文)					✓
GATv2Conv (论文)	✓		✓	✓		✓
TransformerConv (Paper)	✓		✓	✓		✓
AGNNConv (Paper)	✓				✓
TAGConv (Paper)	✓	✓			✓	✓
GINConv (Paper)	✓			✓	✓
GINEConv (Paper)	✓		✓	✓	✓
ARMAConv (Paper)	✓	✓			✓	✓
SGConv (Paper)	✓	✓			✓	✓
SSGConv (论文)	✓	✓			✓	✓
APPNP (论文)	✓	✓			✓
MFConv (Paper)	✓			✓	✓	✓
DNAConv (Paper)	✓	✓
GMMConv (Paper)	✓		✓	✓	✓	✓
SplineConv (Paper)	✓		✓	✓	✓	✓
NNConv (论文)	✓		✓	✓	✓	✓
CGConv (论文)	✓		✓	✓	✓
EdgeConv (Paper)	✓			✓	✓
FeaStConv (论文)	✓			✓	✓	✓
LEConv (Paper)	✓	✓		✓	✓	✓
PNAConv (论文)	✓		✓			✓
ClusterGCNConv (Paper)	✓				✓	✓
GENConv (Paper)	✓		✓	✓	✓	✓
GCN2Conv (Paper)	✓	✓			✓
PANConv (Paper)	✓				✓	✓
WLConv (论文)	✓				✓
WLConvContinuous (论文)	✓	✓		✓	✓
SuperGATConv (论文)	✓					✓
FAConv (Paper)	✓	✓		✓	✓	✓
EGConv (Paper)	✓					✓
PDNConv (Paper)	✓		✓		✓
GeneralConv (Paper)	✓		✓	✓		✓
LGConv (Paper)	✓	✓			✓
GPSConv (Paper)	✓				✓
AntiSymmetricConv (论文)	✓				✓
DirGNNConv (论文)					✓
MixHopConv (Paper)	✓	✓			✓	✓

异构图神经网络操作符

名称	SparseTensor	edge_weight	edge_attr	二分图	静态	懒惰
RGCNConv (Paper)	✓
FastRGCNConv	✓
CuGraphRGCNConv (论文)					✓
RGATConv (论文)	✓		✓
FiLMConv (论文)	✓			✓	✓	✓
HGTConv (论文)	✓					✓
HEATConv (Paper)	✓		✓			✓
HeteroConv					✓
HANConv (论文)	✓					✓

超图神经网络操作符

名称	SparseTensor	edge_weight	edge_attr	二分图	静态	懒惰
HypergraphConv (论文)		✓	✓			✓

点云神经网络操作符

名称	二分图	懒惰
GravNetConv (论文)	✓	✓
SignedConv (Paper)	✓	✓
PointNetConv (论文)	✓
DynamicEdgeConv (Paper)	✓
XConv (论文)
PPFConv (论文)	✓
PointTransformerConv (Paper)	✓	✓
HeteroConv
PointGNNConv (论文)