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. 2024 Sep 10;11:985. doi: 10.1038/s41597-024-03793-0

Table 7.

Summary of AI Models Utilized in the Validation Process.

Model Name Type of Model Whether Including Pretraining 2D/3D
Random Forest (RF)41 Machine Learning Na NA
XGBoost40 Machine Learning Na NA
CMPNN51 Graph Deep Learning No 2D
FPGNN52 Graph Deep Learning No 2D
DHTNN53 Transformer Deep Learning No 2D
KANO54 Graph Deep Learning Yes 2D
MPG55 Graph Deep Learning Yes 2D
Unimol56 Transformer Deep Learning Yes 2D + 3D
Transformer-M57 Transformer Deep Learning Yes 2D + 3D