X-MoGen: Unified Motion Generation Across Humans and Animals. - Xuan Wang; Kai Ruan; Liyang Qian; Guo Zhi Zhi; Chang Su; Gaoang Wang (AAAI, 2026)

MotionWeaver: Holistic 4D-Anchored Framework for Multi-Humanoid Image Animation. - Xirui Hu; Yanbo Ding; Jiahao Wang 004; Tingting Shi; Yali Wang; Guo Zhi Zhi; Weizhan Zhang (CoRR, 2026)