publications

2026

1. Under Review

   

   RoboStressBench: Benchmarking VLM Robustness to Physical Visual Stress in Embodied Scenes

   Leyi Wu^*, Yifan Zhao^*, Jinjie Zhang^*, Suzeyu Chen^*, Wosong Chen, Zhifei Chen, Tianshuo Xu, Qingchun He, Hongxin Hu, Haojian Huang, Yangkai Wei, Wenqian Li, Yinchuan Li, and Ying-Cong Chen^†

   Under Review, 2026

   arXiv HTML PDF Website
2. ECCV2026

   

   STANCE: Motion Coherent Video Generation Via Sparse-to-Dense Anchored Encoding

   Zhifei Chen^*, Tianshuo Xu^*, Leyi Wu^*, Luozhou Wang, Dongyu Yan, Zihan You, Wenting Luo, Guo Zhang, and Yingcong Chen^†

   In ECCV 2026, 2026

   PDF Code Website
3. ICLR2026

   

   UniCalli: A Unified Diffusion Framework for Column-Level Generation and Recognition of Chinese Calligraphy

   Tianshuo Xu, Kai Wang, Zhifei Chen, Leyi Wu, Tianshui Wen, Fei Chao, and Ying-Cong Chen^†

   In ICLR 2026, 2026

   PDF Code Website
4. Under Review

   

   AnimationBench: Are Video Models Good at Character-Centric Animation?

   Leyi Wu^*, Pengjun Fang^*, Kai Sun^*, Yazhou Xing^†, Yinwei Wu, Songsong Wang, Ziqi Huang, Dan Zhou, Yingqing He, Ying-Cong Chen, and Qifeng Chen^†

   2026

   Website
5. Under Review

   

   Motion Forcing: A Decoupled Framework for Robust Video Generation in Motion Dynamics

   Tianshuo Xu, Zhifei Chen, Leyi Wu, Hao Lu, and Yingcong Chen^†

   2026

   arXiv PDF
6. Survey

   A Mechanistic View on Video Generation as World Models: State and Dynamics

   Luozhou Wang^*, Zhifei Chen^*, Yihua Du, Dongyu Yan, Wenhang Ge, Guibao Shen, Xinli Xu, Leyi Wu, Man Chen, Tianshuo Xu, Peiran Ren, Xin Tao, Pengfei Wan, and Ying-Cong Chen^†

   Survey, 2026

   arXiv PDF

2025

1. Under Review

   

   FlexPainter: Flexible and Multi-View Consistent Texture Generation

   Dongyu Yan^*, Leyi Wu^*, Jiantao Lin, Luozhou Wang, Tianshuo Xu, Zhifei Chen, Zhen Yang, Lie Xu, Shunsi Zhang, and Yingcong Chen^†

   Under Review, 2025

   arXiv PDF Code Website
2. CVPR2025

   

   Kiss3DGen: Repurposing Image Diffusion Models for 3D Asset Generation

   Jiantao Lin^*, Xin Yang^*, Meixi Chen^*, Yingjie Xu, Dongyu Yan, Leyi Wu, Xinli Xu, Lie Xu, Shunsi Zhang, and Ying-Cong Chen^†

   In CVPR 2025, 2025

   HTML PDF Code Website
3. CVPR2025

   

   Uni-Renderer: Unifying Rendering and Inverse Rendering Via Dual Stream Diffusion

   Zhifei Chen^*, Tianshuo Xu^*, Wenhang Ge^*, Leyi Wu, Dongyu Yan, Jing He, Luozhou Wang, Lu Zeng, Shunsi Zhang, and Yingcong Chen^†

   In CVPR 2025, 2025

   HTML PDF Code

2024

1. Under Review

   

   Motion Dreamer: Boundary Conditional Motion Reasoning for Physically Coherent Video Generation

   Tianshuo Xu^*, Zhifei Chen^*, Leyi Wu, Hao Lu, Yuying Chen, Lihui Jiang, Bingbing Liu, and Yingcong Chen^†

   Under Review, 2024

   arXiv PDF Code