Training-Free Time Series Classification via In-Context Reasoning with LLM Agents

Songyuan Sui, Zihang Xu, Xia Hu

Time series classification (TSC) spans diverse application scenarios, yet labeled data are often scarce, making task-specific training costly and inflexible. Recent reasoning-orien…