AINeutralarXiv – CS AI · 8h ago6/10
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ParetoPilot: Zero-Surrogate Offline Multi-Objective Optimization via Infer-Perturb-Guide Diffusion
ParetoPilot introduces a novel diffusion-based framework for offline multi-objective optimization that eliminates the need for external surrogate models. The method uses an Infer-Perturb-Guide engine to generate Pareto-optimal designs from static datasets, demonstrating superior performance across 51 tasks while preserving data privacy and reducing computational overhead.