@article{knapsackrlunlockingexplorationofllmsviao,
  title = {Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation},
  author = {Ziniu Li and Congliang Chen and Tianyun Yang and Tian Ding and Ruoyu Sun and Ge Zhang and Wenhao Huang and Zhi-Quan Luo},
  year = {2025},
  eprint = {2509.25849},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2509.25849},
}