@article{fromnoisetolawsregularizedtimeseriesfore,
  title = {From Noise to Laws: Regularized Time-Series Forecasting via Denoised Dynamic Graphs},
  author = {Hongwei Ma and Junbin Gao and Minh-ngoc Tran},
  year = {2025},
  eprint = {2510.17817},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.17817},
}