@article{learntheropesthentrustthewinsselfimitati, title = {Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning}, author = {Yulei Qin and Xiaoyu Tan and Zhengbao He and Gang Li and Haojia Lin and Zongyi Li and Zihan Xu and Yuchen Shi and Siqi Cai and Renting Rui and Shaofei Cai and Yuzheng Cai and Xuan Zhang and Sheng Ye and Ke Li and Xing Sun}, year = {2025}, eprint = {2509.22601}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.22601}, }