UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation. - Qihui Zhang; Munan Ning; Zheyuan Liu 012; Yue Huang 001; Shuo Yang; Yanbo Wang 005; Jiayi Ye; Xiao Chen; Yibing Song; Li Yuan 007 (CVPR, 2025)

CoT-lized Diffusion: Let's Reinforce T2I Generation Step-by-step. - Zheyuan Liu 012; Munan Ning; Qihui Zhang; Shuo Yang; Zhongrui Wang; Yiwei Yang 007; Xianzhe Xu; Yibing Song; Weihua Chen; Fan Wang; Li Yuan 007 (CoRR, 2025)