Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning. - Lin Li; Jiawei Huang; Qihao Quan; Dan Li 016; Boxin Li; Xiao Zhang; Erli Meng; Wenjie Feng 001; Jian Lou 001; See-Kiong Ng (CoRR, 2026)