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Expensive Multi-Objective Bayesian Optimization Based on Diffusion Models

Published in Underline Science Inc. • Feb 5, 2025
Authors:
Association for Artificial Intelligence 2025
,
Di, Zixiang
,
Li, Bingdong

Abstract

Multi-objective Bayesian optimization (MOBO) has shown promising performance on various expensive multi-objective optimization problems (EMOPs). However, effectively modeling complex distributions of the Pareto optimal solutions is difficult with limited function evaluations. Existing Pareto set lea...

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