@article{whichhistoriesmatterfortimeseriesforecas,
  title = {Which Histories Matter for Time Series Forecasting? Learning Predictive Relevance with Future Supervision},
  author = {Yong-Hoon Choi and Youngjin Cho},
  year = {2026},
  eprint = {2608.23221},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.23221},
}