@article{planthenretrievereinforcementlearninggui, title = {Plan Then Retrieve: Reinforcement Learning-Guided Complex Reasoning over Knowledge Graphs}, author = {Yanlin Song and Ben Liu and Víctor Gutiérrez-Basulto and Zhiwei Hu and Qianqian Xie and Min Peng and Sophia Ananiadou and Jeff Z. Pan}, year = {2025}, eprint = {2510.20691}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.20691}, }