Table 5.
Result for novel-prot in Davis dataset (MSE 
better, CI 
better, Spearman Correlation 
better, mean and standard deviation values were computed from 5-fold results’ averages).
| Models | MSE | CI | Spearman correlation |
|---|---|---|---|
| DeepDTA | 0.529( 0.130) |
0.729( 0.014) |
0.396( 0.031) |
| DeepConvDTI |
0.465( 0.151)
|
0.755( 0.062) |
0.433( 0.094) |
| TransformerCPI | 0.487( 0.172) |
0.660( 0.040) |
0.278( 0.066) |
| GraphDTA (GINs) | 1.122( 0.887) |
0.694( 0.051) |
0.333( 0.088) |
| HyperattentionDTI | 0.542( 0.219) |
0.707( 0.040) |
0.352( 0.044) |
| PerceiverCPI | 0.513( 0.213) |
0.748( 0.022) |
0.427( 0.033) |
| MulinforCPI (ours) | 0.488( 0.138) |
0.756( 0.017)
|
0.439( 0.022)
|
| MulinforCPI (ours) Freeze 95% | 0.478( 0.140) |
0.753( 0.020) |
0.435( 0.027) |