@article{decipheringinvariantfeaturedecouplingins, title = {Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising}, author = {Kangjia Yan and Chenxi Liu and Hao Miao and Xinle Wu and Yan Zhao and Chenjuan Guo and Bin Yang}, year = {2025}, eprint = {2510.05589}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.05589}, }