VitaBench 2.0: Evaluating Personalized and Proactive Agents in Long-Term User Interactions. - Yuxin Chen; Yi Zhang 001; Zhengzhou Cai; Yaorui Shi; Zhiyuan Yao; Chenhang Cui; Jingnan Zheng; Yaqi Huo; Xi Su; Qi Gu; Xunliang Cai; Xiang Wang 010; et al. (CoRR, 2026)

MineExplorer: Evaluating Open-World Exploration of MLLM Agents in Minecraft. - Tianjie Ju; Yueqing Sun; Zheng Wu; Wei Zhang; Yaqi Huo; Xi Su; Qi Gu; Xunliang Cai; Gongshen Liu; Zhuosheng Zhang 001 (CoRR, 2026)