This strategy is a simple hybrid between the HC and REINVENT strategies where the loss is calculated as in REINVENT (by defining the augmented likelihood) but only on the top k molecules, as ranked by reward as in HC. The rationale behind this strategy is based on practical limitations of the REINVENT loss function: when low scoring molecules (𝑅 𝑇 → 0)