Table 5.

Summary of AI methods to predict half-life property from 2019 to 2022.

Methods	Data Sources	Dataset Size (Compounds)	Performance	Ref.
RF	[102]	2127	ACC = 0.76, AUC = 0.88	[36]
SVM, RF, GBM, XGB	[92]	1352	R2 = 0.832, RMSE = 0.154	[86]
MGAF	ChEMBL, PubChem, OCHEM, literature	1219	AUC = 0.822, ACC = 0.744	[37]
GCNN, GAT	ChEMBL, PubChem, DrugBank, literature	665	ACC = 0.773, AUC = 0.766	[35]