Table 6.

The attention-based models in synergistic drug combination research

Tool	Attention-based model	Jointly used model or strategy	Reference
DeepDDS	GAT	GCN	[185]
GraphSynergy	Attention	GCN	[175]
SDCNet	Attention	GCN	[176]
SANEpool	Attention	GNN	[186]
AttenSyn	Attention	LSTM/GCN	[177]
MGAE-DC	Attention	Graph AE	[178]
CGMS	Heterogeneous GAT		[58]
DCE-Dforest	BERT	Deep forest	[180]
DFFNDDS	BERT/Multi-Head Attention	Highway network	[179]
TranSynergy	Transformer		[181]
DTSyn	Transformer	GCN	[182]
DeepTraSynergy	Transformer	Nod2Vec	[183]
EGTSyn	Graph Transformer		[184]