Yaohong Yang

Multi-Objective Bayesian Optimization via Adaptive $\varepsilon$-Constraint Decomposition

Multi-objective Bayesian optimization (MOBO) provides a principled framework for optimizing expensive black-box functions with multiple objectives. However, existing MOBO methods often struggle with coverage, scalability with respect to the number of objectives, and integrating constraints and prefe…