I am an incoming PhD student at Institute for Interdisciplinary Information Sciences (IIIS), Tsinghua University, advised by Prof. Huazhe Xu.
Before starting my PhD, I was a research intern at UCSD, where I was fortunate to work with Prof. Xiaolong Wang. I received my Master's degrees from the Tsinghua University, Shenzhen Institute Graduate School, Big Data Engineering Track (rank 1st / 44).
Research interest
I am broadly interested in research on the generalization, representation learning for RL agents and robotics. My dream is to empower AI with the capacity to adapt and generalize in the complex real-world environments.
News
2023.04 Our paper "On Pre-Training for Visuo-Motor Control: Revisiting a Learning-from-Scratch Baseline" is accepted to ICML 2023.
2023.01 Our paper "USEEK: Unsupervised SE(3)-Equivariant 3D Keypoints for Generalizable Manipulation" is accepted to ICRA 2023.
2023.01 Our paper "Extraneousness-Aware Imitation Learning" is accepted to ICRA 2023.
2022.09 Our paper "Pre-Trained Image Encoder for Generalizable Visual Reinforcement Learning" is accepted to NeurIPS 2022.
2022.04 Our paper "Don't Touch What Matters: Task-Aware Lipschitz Data Augmentation for Visual Reinforcement Learning" is accepted to IJCAI 2022.
Selected Publication
Papers sorted by recency. Representative papers are highlighted.
Nicklas Hansen*, Zhecheng Yuan*, Yanjie Ze*, Tongzhou Mu*, Aravind Rajeswaran+, Hao Su+, Huazhe Xu+, Xiaolong Wang+
International Conference on Machine Learning (ICML), 2023
paper / code
Zhengrong Xue, Zhecheng Yuan, Jiashun Wang, Xueqian Wang, Huazhe Xu
International Conference on Robotics and Automation (ICRA), 2023
project page / paper / code
Zhecheng Yuan, Zhengrong Xue, Bo Yuan, Xueqian Wang, Yi Wu, Yang Gao, Huazhe Xu
Conference on Neural Information Processing Systems (NeurIPS), 2022 (Spotlight)
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Other publications
Ray C. Zheng*, Kaizhe Hu*, Zhecheng Yuan, , Boyuan Chen, Huazhe Xu
International Conference on Robotics and Automation (ICRA), 2023
project page / paper / code
Zhecheng Yuan, Guozheng Ma, Yao Mu, Bo Xia, Bo Yuan, Xueqian Wang, Ping Luo, Huazhe Xu
International Joint Conference on Artificial Intelligence (IJCAI), 2022
project page / paper / code