Protein–ligand scoring stops asking only how much to pass: attention now encodes then decodes, docking success reaches 88%
TopoLIA extends attention from how much information is exchanged to how that information is transformed per target, beating its standard-attention counterpart on protein–ligand scoring and docking benchmarks and reaching an 88% docking success rate on CASF-2013.