@misc{lu2025uir1enhancingefficientaction,
      title={UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning}, 
      author={Zhengxi Lu and Yuxiang Chai and Yaxuan Guo and Xi Yin and Liang Liu and Hao Wang and Han Xiao and Shuai Ren and Guanjing Xiong and Hongsheng Li},
      year={2025},
      eprint={2503.21620},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
}

{"_id":"oe672ZSBkhRSDg26h","bibbaseid":"lu-chai-guo-yin-liu-wang-xiao-ren-etal-uir1enhancingefficientactionpredictionofguiagentsbyreinforcementlearning-2025","author_short":["Lu, Z.","Chai, Y.","Guo, Y.","Yin, X.","Liu, L.","Wang, H.","Xiao, H.","Ren, S.","Xiong, G.","Li, H."],"bibdata":{"bibtype":"misc","type":"misc","title":"UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning","author":[{"firstnames":["Zhengxi"],"propositions":[],"lastnames":["Lu"],"suffixes":[]},{"firstnames":["Yuxiang"],"propositions":[],"lastnames":["Chai"],"suffixes":[]},{"firstnames":["Yaxuan"],"propositions":[],"lastnames":["Guo"],"suffixes":[]},{"firstnames":["Xi"],"propositions":[],"lastnames":["Yin"],"suffixes":[]},{"firstnames":["Liang"],"propositions":[],"lastnames":["Liu"],"suffixes":[]},{"firstnames":["Hao"],"propositions":[],"lastnames":["Wang"],"suffixes":[]},{"firstnames":["Han"],"propositions":[],"lastnames":["Xiao"],"suffixes":[]},{"firstnames":["Shuai"],"propositions":[],"lastnames":["Ren"],"suffixes":[]},{"firstnames":["Guanjing"],"propositions":[],"lastnames":["Xiong"],"suffixes":[]},{"firstnames":["Hongsheng"],"propositions":[],"lastnames":["Li"],"suffixes":[]}],"year":"2025","eprint":"2503.21620","archiveprefix":"arXiv","primaryclass":"cs.AI","bibtex":"@misc{lu2025uir1enhancingefficientaction,\n title={UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning}, \n author={Zhengxi Lu and Yuxiang Chai and Yaxuan Guo and Xi Yin and Liang Liu and Hao Wang and Han Xiao and Shuai Ren and Guanjing Xiong and Hongsheng Li},\n year={2025},\n eprint={2503.21620},\n archivePrefix={arXiv},\n primaryClass={cs.AI},\n}\n\n","author_short":["Lu, Z.","Chai, Y.","Guo, Y.","Yin, X.","Liu, L.","Wang, H.","Xiao, H.","Ren, S.","Xiong, G.","Li, H."],"key":"lu2025uir1enhancingefficientaction","id":"lu2025uir1enhancingefficientaction","bibbaseid":"lu-chai-guo-yin-liu-wang-xiao-ren-etal-uir1enhancingefficientactionpredictionofguiagentsbyreinforcementlearning-2025","role":"author","urls":{},"metadata":{"authorlinks":{}},"downloads":0,"html":""},"bibtype":"misc","biburl":"https://bibbase.org/network/files/WDMFDGhTNqjk9yGDo","dataSources":["jtGPQfvBLepviyni3"],"keywords":[],"search_terms":["enhancing","efficient","action","prediction","gui","agents","reinforcement","learning","lu","chai","guo","yin","liu","wang","xiao","ren","xiong","li"],"title":"UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning","year":2025}