@article{reasoningcachecontinualimprovementoverlo,
  title = {Reasoning Cache: Continual Improvement Over Long Horizons via Short-Horizon RL},
  author = {Ian Wu and Yuxiao Qu and Amrith Setlur and Aviral Kumar},
  year = {2026},
  eprint = {2602.03773},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.03773},
}