Difei Hou

Words Towards Explainability: Caption Label-Free Learning via Dual Loop Agentic Time Series Captioning

Explainability is essential for applying time series analysis in high-stakes domains. While Time Series Captioning (TSC) offers a pathway to enhance temporal explainability, achieving reliable caption generation usually necessitates high-quality textual annotations. However, as interpreting abstract…