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Aymeric Jan

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#artificial intelligence Mar 2026

Grammar of the Wave: Towards Explainable Multivariate Time Series Event Detection via Neuro-Symbolic VLM Agents

This work presents SELA, a neuro-symbolic VLM agent framework that iteratively grounds primitives from signal visualizations and composes them under ELT constraints, producing both event intervals and faithful tree-structured explanations.

Sky Chenwei Wan, T. Hou, Yifei Wang et al. · arXiv.org · 0 citations