Fig. shows the DyRAMO framework for achieving multi-objective optimization while maintaining the prediction reliability as much as possible. Reliability levels are explored through an iteration of the following three steps: setting the reliability level of each property, designing molecules, and evaluating the results of molecular design according to their predicted properties and their reliability levels (Fig. ). Details of each step are described below.