For the first two case studies, we compared the performances of PWAS with Random Search and four state-of-the-art methods representing varying optimization strategies, including an evolutionary method, and three methods within the BO framework. Compared to the established methods, PWAS achieved comparable or superior performance in terms of the number of experiments required to achieve satisfactory performance.