@article{decopenhancingselfsupervisedtimeseriesre, title = {DeCoP: Enhancing Self-Supervised Time Series Representation with Dependency Controlled Pre-training}, author = {Yuemin Wu and Zhongze Wu and Xiu Su and Feng Yang and Hongyan Xu and Xi Lin and Wenti Huang and Shan You and Chang Xu}, year = {2025}, eprint = {2509.14642}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.14642}, }