Auto-Rubric as Reward: From Implicit Preferences to Explicit Multimodal Generative Criteria. - Juanxi Tian; Fengyuan Liu; Jiaming Han; Yilei Jiang; Yongliang Wu; Yesheng Liu; Haodong Li; Furong Xu; Wanhua Li 006 (CoRR, 2026)