@article{statsspectraltrajectoryschedulelearningf, title = {StaTS: Spectral Trajectory Schedule Learning for Adaptive Time Series Forecasting with Frequency Guided Denoiser}, author = {Jintao Zhang and Zirui Liu and Mingyue Cheng and Xianquan Wang and Zhiding Liu and Qi Liu}, year = {2026}, eprint = {2603.00037}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.00037}, }