Table 1. Benchmark: PDBBind 2007, Refined Train, Core Testa.
model | Test R2 | Test EFχ(R) | Test Pearson | Test Spearman | Test stdev | Test MUE |
---|---|---|---|---|---|---|
PotentialNet | 0.668 (0.043) | 1.643 (0.127) | 0.822 (0.021) | 0.826 (0.020) | 1.388 (0.070) | 0.626 (0.037) |
PotentialNet, (ligand-only control) | 0.419 (0.234) | 1.404 (0.171) | 0.650 (0.017) | 0.670 (0.014) | 1.832 (0.135) | 0.839 (0.005) |
TopologyNet, no validation set | N/A | N/A | 0.826 | N/A | N/A | N/A |
RF-Score | N/A | N/A | 0.783 | 0.769 | N/A | N/A |
X-Score | N/A | N/A | 0.643 | 0.707 | N/A | N/A |
Error bars are recorded as standard deviation of the test metric over three random initializations of the best model as determined by average validation set score. MUE is mean unsigned error. Pearson test scores for TopologyNet are reported from ref (37), and RF- and X-Scores are reported from ref (44).