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Peak-Detector: Explainable Peak Detection via Instruction-Tuned Large Language Models in Physiological Sign

arXiv cs.LG · 2026-05-19 Cached

Introduces Peak-Detector, a framework that uses instruction-tuned large language models for robust, cross-modal, and explainable peak detection in physiological signals like ECG, PPG, BCG, and BSG. The method transforms time-series data into a condensed 'peak-representation' format and is optimized via supervised fine-tuning followed by reinforcement learning with a multi-objective reward.

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