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Protein-Ligand Binding Affinity Prediction on PDBbind core set 2013

1.193RMSECPES
1.1591.38851.6181.8475Jun 12, 2026

Evaluation results

MethodLinks
CPESCategory=Interaction-based (attention mechanism)2026.061.1930.876
RicciBindCategory=Structure-based2026.061.2590.872
CheapNetCategory=Structure-based2026.061.2620.857
CheapNetCategory=Interaction-based (attention mechanism)2026.061.2620.857
EHIGNCategory=Structure-based2026.061.2970.841
EHIGNCategory=Interaction-based2026.061.2970.841
SS-GNNCategory=Structure-based2026.061.330.83
SS-GNNCategory=Interaction-based2026.061.330.83
GIGNCategory=Structure-based2026.061.380.821
GIGNCategory=Interaction-based2026.061.380.821
CAPLACategory=Interaction-based (attention mechanism)2026.061.4090.816
IGNCategory=Structure-based2026.061.4280.807
IGNCategory=Interaction-based2026.061.4280.807
AttentionSiteDTICategory=Interaction-based (attention mechanism)2026.061.4440.792
DEAttentionDTACategory=Interaction-based (attention mechanism)2026.061.470.8
GAABindCategory=Interaction-based (attention mechanism)2026.061.4880.772
MetalProGNetCategory=Structure-based2026.061.4940.773
MetalProGNetCategory=Interaction-based2026.061.4940.773
EGNNCategory=Structure-based2026.061.4980.782
EGNNCategory=Interaction-based2026.061.4980.782
PafnucyCategory=Interaction-based2026.061.5170.783
GNN-DTICategory=Structure-based2026.061.5330.767
GNN-DTICategory=Interaction-based2026.061.5330.767
SchNetCategory=Structure-based2026.061.570.754
SchNetCategory=Interaction-based2026.061.570.754
OnionNetCategory=Interaction-based2026.061.5830.741
PotentialNetCategory=Structure-based2026.061.6070.772
PotentialNetCategory=Interaction-based2026.061.6070.773
RF-ScoreCategory=Interaction-based2026.061.6160.776
DeepDTACategory=Structure-free2026.061.6390.718
DeepDTACategory=Interaction-free2026.061.6390.718
GraphDTA-GAT-GCNCategory=Structure-free2026.061.6450.711
GraphDTA-GAT-GCNCategory=Interaction-free2026.061.6450.711
MGraphDTACategory=Structure-free2026.061.680.696
MGraphDTACategory=Interaction-free2026.061.680.696
GraphDTA-GINCategory=Structure-free2026.061.6910.694
GraphDTA-GINCategory=Interaction-free2026.061.6910.694
GraphDTA-GCNCategory=Structure-free2026.061.7490.662
GraphDTA-GCNCategory=Interaction-free2026.061.7490.662
GraphDTA-GATCategory=Structure-free2026.062.0430.476
GraphDTA-GATCategory=Interaction-free2026.062.0430.476