Song, Zirui, Guangxian Ouyang, Mingzhe Li, Yuheng Ji, Chenxi Wang, Zixiang Xu, Zeyu Zhang, Xiaoqing Zhang, Qian Jiang, Fengxian Ji, Zhenhao Chen, Zhongzhi Li, and Xiuying Chen. 2026. “ManipLVM-R1: Reinforcement Learning for Reasoning in Embodied Manipulation With Large Vision-Language Models”. Proceedings of the AAAI Conference on Artificial Intelligence 40 (22):18558-66. https://doi.org/10.1609/aaai.v40i22.38922.