@article{memtsinternalizingdomainknowledgeviapara, 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 Yonggui Huang and Honggang Qi and Geguang Pu and Wanli Ouyang and Xi Chen and Jilin Hu}, year = {2026}, eprint = {2602.13783}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.13783}, }