@article{rethinkingzeroshottimeseriesclassificati, title = {Rethinking Zero-Shot Time Series Classification: From Task-specific Classifiers to In-Context Inference}, author = {Juntao Fang and Shifeng Xie and Shengbin Nie and Yuhui Ling and Yuming Liu and Zijian Li and Keli Zhang and Lujia Pan and Themis Palpanas and Ruichu Cai}, year = {2026}, eprint = {2602.00620}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.00620}, }