@article{timecapsulesolvingthejigsawpuzzleoflong,
  title = {TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations},
  author = {Yihang Lu and Yangyang Xu and Qitao Qing and Xianwei Meng},
  year = {2025},
  eprint = {2504.12721},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2504.12721v3},
}