🫠 About Me
I am currently a second-year Ph.D. student at MMLab, CUHK, supervised by Prof. Hongsheng Li. Before that, I obtained my master’s degree from VIPL, where I was supervised by Prof. Shiguang Shan and Prof. Meina Kan.
My current research focus is multimodal understanding and generation.
⚙️ Projects
📝 Publications

Decoupled DMD: CFG Augmentation as the Spear, Distribution Matching as the Shield
Dongyang Liu, Peng Gao, David Liu, Ruoyi Du, Zhen Li, Qilong Wu, Xin Jin, Sihan Cao, Shifeng Zhang, Hongsheng Li, Steven Hoi
Lumina-Video: Efficient and Flexible Video Generation with Multi-scale Next-DiT
Dongyang Liu, Shicheng Li, Yutong Liu, Zhen Li, Kai Wang, Xinyue Li, Qi Qin, Yufei Liu, Yi Xin, Zhong-Yu Li, Bin Fu, Chenyang Si, Yuewen Cao, Conghui He, Ziwei Liu, Yu Qiao, Qibin Hou, Hongsheng Li, Peng Gao
Dongyang Liu*, Shitian Zhao*, Le Zhuo*, Weifeng Lin*, Yu Qiao, Hongsheng Li, Peng Gao
Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT
Le Zhuo*, Ruoyi Du*, Han Xiao*, Yangguang Li*, Dongyang Li*, Rongjie Huang*, Wenze Liu*, Lirui Zhao, Fu-Yun Wang, Zhanyu Ma, Xu Luo, Zehan Wang, Kaipeng Zhang, Xiangyang Zhu, Si Liu, Xiangyu Yue, Dingning Liu, Wanli Ouyang, Ziwei Liu, Yu Qiao, Hongsheng Li, Peng Gao
Peng Gao*, Le Zhuo*, Dongyang Liu*, Ruoyi Du*, Xu Luo*, Longtian Qiu*, Yuhang Zhang, Chen Lin, Rongjie Huang, Shijie Geng, Renrui Zhang, Junlin Xi, Wenqi Shao, Zhengkai Jiang, Tianshuo Yang, Weicai Ye, He Tong, Jingwen He, Yu Qiao, Hongsheng Li
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models
Dongyang Liu*, Renrui Zhang*, Longtian Qiu*, Siyuan Huang*, Weifeng Lin*, Shitian Zhao, Shijie Geng, Ziyi Lin, Peng Jin, Kaipeng Zhang, Wenqi Shao, Chao Xu, Conghui He, Junjun He, Hao Shao, Pan Lu, Hongsheng Li, Yu Qiao, Peng Gao
Ziyi Lin*, Chris Liu*, Renrui Zhang*, Peng Gao*, Longtian Qiu*, Han Xiao, Han Qiu, Chen Lin, Wenqi Shao, Keqin Chen, Jiaming Han, Siyuan Huang, Yichi Zhang, Xuming He, Hongsheng Li, Yu Qiao
LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention
Renrui Zhang*, Jiaming Han*, Chris Liu*, Aojun Zhou, Xiangfei Hu, Shilin Yan, Pan Lu, Hongsheng Li, Yu Qiao, Peng Gao
A Simple Romance Between Multi-Exit Vision Transformer and Token Reduction
Dongyang Liu, Meina Kan, Shiguang Shan, CHEN Xilin
Function-Consistent Feature Distillation
Dongyang Liu, Meina Kan, Shiguang Shan, CHEN Xilin
📖 Educations
- 2024.09 - now: MMLab, The Chinese University of Hongkong (Ph.D.)
- 2021.09 - 2024.06: VIPL Lab, Institute of Computing Technology, Chinese Academy of Sciences (Master)
- 2017.09 - 2021.06: School of Software Engineering, Tongji University. (Bachelor)