MEMTS: Internalizing Domain Knowledge via Parameterized Memory for Retrieval-Free Domain Adaptation of Time Series Foundation Models
East China Normal University · Shanghai Innovative Research Center of Traditional Chinese Medicine · Peking University · University of Chinese Academy of Sciences · Shenzhen Institute of Information Technology
- Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2
- 2026-08-07
- 2
@inproceedings{yu2026memts,
title = {MEMTS: Internalizing Domain Knowledge via Parameterized Memory for Retrieval-Free Domain Adaptation of Time Series Foundation Models},
author = {Xiaoyun Yu and Li Fan and Xiangfei Qiu and Nanqing Dong and Yining Huang Yining Huang and Honggang Qi and Geguang Pu and Wanli Ouyang and Xi Chen and Jilin Hu},
year = {2026},
booktitle = {Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2},
eprint = {2602.13783},
archivePrefix = {arXiv},
doi = {10.1145/3770855.3818032},
url = {https://arxiv.org/abs/2602.13783},
}