Unhackable Temporal Reward for Scalable Video MLLMs. - En Yu; Kangheng Lin; Liang Zhao; Yana Wei; Zining Zhu 004; Haoran Wei; Jianjian Sun; Zheng Ge; Xiangyu Zhang 005; Jingyu Wang; Wenbing Tao (ICLR, 2025)

PerPO: Perceptual Preference Optimization via Discriminative Rewarding. - Zining Zhu 004; Liang Zhao; Kangheng Lin; Jinze Yang; En Yu; Chenglong Liu; Haoran Wei; Jianjian Sun; Zheng Ge; Xiangyu Zhang 005 (CoRR, 2025)

Unhackable Temporal Rewarding for Scalable Video MLLMs. - En Yu; Kangheng Lin; Liang Zhao; Yana Wei; Zining Zhu 004; Haoran Wei; Jianjian Sun; Zheng Ge; Xiangyu Zhang 005; Jingyu Wang; Wenbing Tao (CoRR, 2025)

Perception in Reflection. - Yana Wei; Liang Zhao; Kangheng Lin; En Yu; Yuang Peng; Runpei Dong; Jianjian Sun; Haoran Wei; Zheng Ge; Xiangyu Zhang 005; Vishal M. Patel (CoRR, 2025)

Perception-R1: Pioneering Perception Policy with Reinforcement Learning. - En Yu; Kangheng Lin; Liang Zhao; Jisheng Yin; Yana Wei; Yuang Peng; Haoran Wei; Jianjian Sun; Chunrui Han; Zheng Ge; Xiangyu Zhang 005; Daxin Jiang; et al. (CoRR, 2025)

Open Vision Reasoner: Transferring Linguistic Cognitive Behavior for Visual Reasoning. - Yana Wei; Liang Zhao; Jianjian Sun; Kangheng Lin; Jisheng Yin; Jingcheng Hu; Yinmin Zhang; En Yu; Haoran Lv; Zejia Weng; Jia Wang; Chunrui Han; et al. (CoRR, 2025)

Step-3 is Large yet Affordable: Model-system Co-design for Cost-effective Decoding. - Bin Wang; Bojun Wang; Changyi Wan; Guanzhe Huang; Hanpeng Hu; Haonan Jia; Nie Hao; Mingliang Li; Nuo Chen; Siyu Chen; Song Yuan; Wuxun Xie; et al. (CoRR, 2025)