The Offline-Frontier Shift: Diagnosing Distributional Limits in Generative Multi-Objective Optimization

Stephanie Holly, Alexandru-Ciprian Zăvoianu, Siegfried Silber +2

Offline multi-objective optimization (MOO) aims to recover Pareto-optimal designs given a finite, static dataset. Recent generative approaches, including diffusion models, show str…