@article{ivrr1refiningtrajectoriesthroughiterativ, title = {IVR-R1: Refining Trajectories through Iterative Visual-Grounded Reasoning in Reinforcement Learning}, author = {Chenghao Li and Fusheng Hao and Xikai Zhang and Likang Xiao and Yanwei Ren and Fuxiang Wu and Quan Chen and Liu Liu}, year = {2026}, eprint = {2605.23997}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.23997}, }