@article{empoweringvlmsforfewshotmultimodaltimese, title = {Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning}, author = {Lin Li and Jiawei Huang and Qihao Quan and Dan Li and Boxin Li and Xiao Zhang and Erli Meng and Wenjie Feng and Jian Lou and See-Kiong Ng}, year = {2026}, eprint = {2605.09395}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.09395}, }