OpenAnimals: Revisiting Person Re-Identification for Animals Towards Better Generalization. - Saihui Hou; Panjian Huang; Zengbin Wang; Yuan Liu 043; Zeyu Li; Man Zhang 005; Yongzhen Huang (ICCV, 2025)

OmniDiff: A Comprehensive Benchmark for Fine-Grained Image Difference Captioning. - Yuan Liu 043; Saihui Hou; Saijie Hou; Jiabao Du; Shibei Meng; Yongzhen Huang (ICCV, 2025)

Towards Long-Lived Robots: Continual Learning VLA Models via Reinforcement Fine-Tuning. - Yuan Liu 043; Haoran Li 010; Shuai Tian; Yuxing Qin; Yuhui Chen; Yupeng Zheng; Yongzhen Huang; Dongbin Zhao (CoRR, 2026)