Fair in Mind, Fair in Action? A Synchronous Benchmark for Understanding and Generation in UMLLMs - Zhao, Yiran; Zhou, Lu; Xu, Xiaogang; Liu, Zhe; Wu, Jiafei; Fang, Liming (International Conference on Learning Representations, 2026)