alphaXiv

Explore

State of the Art

Sign In

Labs

Feedback

Browser Extension

We're hiring
PaperBlogResources

Tool-R1: Sample-Efficient Reinforcement Learning for Agentic Tool Use

BibTex
Copy
@misc{zhang2025toolr1sampleefficientreinforcement,
      title={Tool-R1: Sample-Efficient Reinforcement Learning for Agentic Tool Use},
      author={Yabo Zhang and Yihan Zeng and Qingyun Li and Zhen Hu and Kavin Han and Wangmeng Zuo},
      year={2025},
      eprint={2509.12867},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2509.12867},
}
GitHub
Tool-R1
16
HTTPS
https://github.com/YBYBZhang/Tool-R1
SSH
git@github.com:YBYBZhang/Tool-R1.git
CLI
gh repo clone YBYBZhang/Tool-R1
Transform this paper into an audio lecture
Get an engaging lecture and Q&A format to quickly understand the paper in minutes, perfect for learning on the go.
Audio lecture
Q&A format