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Protein-ligand binding affinity prediction on ATOM3D LBA 60% sequence identity

1.217RMSECPES
1.190041.372021.5541.73598Jun 12, 2026

Evaluation results

MethodLinks
CPESMethod category=Interaction-based2026.061.2170.8030.802
CPESMethod category=Interaction-based2026.061.2170.8030.802
BindNetMethod category=Pre-training2026.061.230.7930.788
BindNetMethod category=Pre-training2026.061.230.7930.788
CheapNetMethod category=Interaction-based2026.061.2380.7940.789
CheapNetMethod category=Interaction-based2026.061.2380.7940.789
ProNetMethod category=Interaction-based2026.061.3430.7650.761
ProNetMethod category=Interaction-based2026.061.3430.7650.761
Uni-MolMethod category=Pre-training2026.061.3570.7530.75
Uni-MolMethod category=Pre-training2026.061.3570.7530.75
HoloprotMethod category=Interaction-based2026.061.3650.7490.742
HoloprotMethod category=Interaction-based2026.061.3650.7490.742
ProFSAMethod category=Pre-training2026.061.3770.7640.762
ProFSAMethod category=Pre-training2026.061.3770.7640.762
Atom3D-GNNMethod category=Interaction-based2026.061.4080.7430.743
Atom3D-GNNMethod category=Interaction-based2026.061.4080.7430.743
IEConvMethod category=Interaction-based2026.061.4730.6670.675
IEConvMethod category=Interaction-based2026.061.4730.6670.675
EGNN-PLMMethod category=Pre-training2026.061.5590.6440.646
EGNN-PLMMethod category=Pre-training2026.061.5590.6440.646
TAPEMethod category=Interaction-free2026.061.6330.5680.571
TAPEMethod category=Interaction-free2026.061.6330.5680.571
ProtTransMethod category=Interaction-free2026.061.6410.5950.588
ProtTransMethod category=Interaction-free2026.061.6410.5950.588
DeepDTAMethod category=Interaction-free2026.061.7620.6660.663
DeepDTAMethod category=Interaction-free2026.061.7620.6660.663
SSAMethod category=Interaction-free2026.061.8910.2490.275
SSAMethod category=Interaction-free2026.061.8910.2490.275