Geng Chen
I am a Ph.D. student at the University of Pennsylvania , advised by Prof. Lingjie Liu .
Before joining Penn, I was an M.S. student at UC San Diego working with Prof. Xiaolong Wang , and a research assistant with Prof. Yang Gao at Tsinghua University.
During my undergraduate studies, I conducted research at Shanghai Jiao Tong University with Prof. Yunbo Wang and at Stanford University with Prof. Jiajun Wu .
Research
My long-term goal is to build embodied generalist agents that can acquire skills continually and adaptively and compose the learned skills to solve complicated long-horizon tasks.
Towards this goal, I'm doing research at the intersection of robotics, computer vision, and machine learning. Recently, I'm interested in (humanoid) manipulation , learning from humans , and robot foundation models .
CoRL
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Long-Horizon Manipulation via Trace-Conditioned VLA Planning
Isabella Liu , An-Chieh Cheng, Rui Yan, Geng Chen , Ri-Zhao Qiu , Xueyan Zou, Sha Yi, Hongxu Yin, Xiaolong Wang , Sifei Liu
CoRL , 2026
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RSS
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EgoVerse: An Egocentric Human Dataset for Robot Learning from Around the World
EgoVerse Team
RSS , 2026
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arXiv
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In-N-On: Scaling Egocentric Manipulation with In-the-Wild and On-Task Data
Xiongyi Cai* , Ri-Zhao Qiu* , Geng Chen , Lai Wei , Isabella Liu , Tianshu Huang, Xuxin Cheng , Xiaolong Wang
arXiv , 2025
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ICRA
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FP3: A 3D Foundation Policy for Robotic Manipulation
Rujia Yang* , Geng Chen* , Chuan Wen‡ , Yang Gao‡
ICRA , 2026 Best Paper Award Finalist on Robot Learning
Generative Models for Robot Learning Workshop @ ICLR , 2025
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CoRL
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HuB: Learning Extreme Humanoid Balance
Tong Zhang *, Boyuan Zheng *, Ruiqian Nai , Yingdong Hu , Yen-Jen Wang , Geng Chen , Fanqi Lin , Jiongye Li , Chuye Hong , Koushil Sreenath , Yang Gao
CoRL , 2025 / Workshop on Whole-body Control and Bimanual Manipulation @ RSS 2025
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ICCV
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EgoMono4D: Self-Supervised Monocular 4D Scene Reconstruction for Egocentric Videos
Chengbo Yuan , Geng Chen , Li Yi , Yang Gao
ICCV , 2025
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ECML
Continual Visual Reinforcement Learning with A Life-Long World Model
Minting Pan, Wendong Zhang, Geng Chen , Xiangming Zhu , Siyu Gao, Yunbo Wang , Xiaokang Yang
ECML , 2025
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ICLR
Learning Planning Abstractions from Language
Weiyu Liu* , Geng Chen* , Jiayuan Mao* , Joy Hsu , Jiajun Wu
ICLR , 2024
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CVPR
Continual Predictive Learning from Videos
Geng Chen* , Wendong Zhang*, Han Lu, Siyu Gao, Yunbo Wang , Mingsheng Long, Xiaokang Yang
CVPR , 2022  (Oral Presentation)
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University of Pennsylvania
· Ph.D. Student · Sep. 2026–present · Advisor: Lingjie Liu
University of California San Diego
· M.S. Student · Mar. 2025–Jun. 2026 · Advisor: Xiaolong Wang
Tsinghua University
· Research Assistant · Mar. 2024–Jan. 2025 · Advisor: Yang Gao
Stanford University
· Research Assistant · Apr. 2022–Sep. 2023 · Advisor: Jiajun Wu
Shanghai Jiao Tong University
· Research Assistant · Jul. 2019–Jun. 2023 · Advisor: Yunbo Wang