AIBullisharXiv – CS AI · Jun 106/10
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Structure from Reasoning, Numbers from Search: On-Premise Open LLMs as Structural Priors for Coupled MIMO Controller Tuning
Researchers demonstrate that on-premise open-source large language models can serve as structural priors for tuning complex industrial control systems, particularly excelling on strongly coupled MIMO systems where traditional methods fail. The approach achieves superior sample efficiency and interpretability compared to classical optimization, reaching near-optimal controller tuning in 18 evaluations versus hundreds needed by global optimizers.