TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models.

@inproceedings{wang-2025-tabletime, author = {Jiahao Wang and Mingyue Cheng and Qingyang Mao and Yitong Zhou and Daoyu Wang and Qi Liu and Feiyang Xu and Xin Li}, editor = {Meeyoung Cha and Carl Yang and Senjuti Basu Roy and Chanyoung Park and Zhenhui Jessie Li and Noseong Park and Carl Yang and Senjuti Basu Roy and Zhenhui Jessie Li and Jaap Kamps and Kijung Shin and Bryan Hooi and Lifang He}, title = {{TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models}}, booktitle = {{Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025}}, pages = {3009--3019}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3746252.3761056}, doi = {https://doi.org/10.1145/3746252.3761056} }