Perception-R1: Advancing Multimodal Reasoning Capabilities of MLLMs via Visual Perception Reward - Xiao, Tong; Xu, Xin; Huang, Zhenya; Gao, Hongyu; Liu, Quan; Liu, Qi; Chen, Enhong (International Conference on Learning Representations, 2026)