I am Jingfeng Ou, a Ph.D. student at Nanjing University. My research focuses on spatial reasoning in multimodal models and physics-grounded video generation. I am interested in how models represent 3D space, predict physical dynamics, and use these representations to generate controllable videos.
Before my Ph.D., I pursued my master’s studies at the Southern University of Science and Technology, jointly with the Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences. My earlier work explored machine learning for feature selection, single-cell perturbation prediction, and biomedical applications.
🔬 Research Interests
- Spatial reasoning: spatial representations, transformations, and reasoning in multimodal models.
- Physics-grounded video generation: controllable generation guided by 3D trajectories, material dynamics, and physical interactions.
- 3D dynamics and world models: learning scene states and their evolution to predict future observations and action outcomes.
🔥 News
- 2026.10 — PAVG is available as a preprint, with a project page, public code, and pretrained trajectory models.
📝 Publications
Current Research
PAVG: Phase-Aware Video Generation for Physics-Grounded Dynamics and Interactions
Jingfeng Ou, Kun Wang, Rui Zhao, Jingwei Guan, Limin Wang, Chao Dong, Xingyu Zeng
arXiv preprint, 2026
PAVG learns phase-specific 3D dynamics and solid–gas interactions to guide controllable video generation.
Earlier Work
RFAE: A High-Robust Feature Selector Based on Fractal Autoencoder
J. Ou, J. Li, Zh. Xia, Sh. Dai, Y. Guo, L. Jiang, J. Tang
Expert Systems with Applications, 2025
Advancing Osteoarthritis Research: The Role of AI in Clinical, Imaging and Omics Fields
J. Ou, J. Zhang, M. Alswadeh, Zh. Zhu, J. Tang, H. Sang, K. Lu
Bone Research, 2025
J. Ou, J. Li, Zh. Xia, Sh. Dai, Y. Ding, Y. Guo, L. Jiang, J. Tang
IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024, pp. 441–444
📖 Education
- Current — Ph.D. student, Nanjing University, China.
- 2022.09–2025.06 — Master’s studies in Electronic Science and Technology, Southern University of Science and Technology, Shenzhen, China. Joint training with the Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences.
- 2015.06 — B.S. in Thermal and Dynamic Engineering, Guangxi University, Nanning, China.
🎖 Honors and Awards
- 2024.11 — Outstanding Graduate Student, Southern University of Science and Technology, 2023–2024.