All computational experiments are initialized with a Sobol sampling of 2(𝑛 + 1) points and each subsequent iterations are run with a batch size of 𝑞 = 4. The reference point for HV computation is set to [1.2, 1.2] following BoTorch , and the EA used for EGBO is still U-NSGA-III.