Researching world models, robot learning, and embodied AI.
Introduction
I am currently an M.S.E. student in Mechanical Engineering and Applied Mechanics at the University of Pennsylvania.
My research interests lie in world models, robot learning, and robotic perception.
I am broadly interested in learning predictive representations of the physical world
and leveraging them for embodied intelligence and robot control.
Education
University of PennsylvaniaM.S.E. in Mechanical Engineering and Applied MechanicsAccelerated Master’s Program with Shanghai Jiao Tong University (3+1+1)
Aug 2025 – Expected Jun 2027
Shanghai Jiao Tong UniversityB.S. in Mechanical Engineering
Is Forgetting Unified? Exploring Concept Unlearning in Unified Multimodal Models
Zhongkai Xue, Junkai Chen, Mingcong Lei, Rumo Zhang, Yixiao Liu, Zhimin Sun, Shu Wu, Qiang Liu, Lihua Zhang, Liang Wang
Unified multimodal models can generate images and understand visual content, but forgetting a concept in one pathway does not necessarily remove it from the other. We introduce UUBench to evaluate cross-pathway concept unlearning and propose UniForget to jointly suppress target concepts while preserving other model capabilities.