#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