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PIA: Agentic Physics-Informed Runtime Anomaly Detection

arXiv机器学习 2026-11-08 07:12 4 阅读 查看原文

Runtime anomaly detectors

Runtime anomaly detectors for cyber-physical systems are either learned as black boxes from normal data, which miss stealthy manipulations that keep every signal inside its normal range, or derived by hand from physical models, which requires expert effort for every plant.

Introduction to Physics-Informed Agents (PIA)

We introduce physicsinformed agents (PIA), in which a large language model agent writes the detector itself as a set of physical residuals