I am an undergraduate student at Yao Class, Tsinghua Univeristy.
Research interest
I am interested in reinforcement learning, robotics, and ai for science.
Publications
Papers sorted by recency. Representative papers are highlighted.
DrM: Mastering Visual Reinforcement Learning through Dormant Ratio Minimization
Guowei Xu*, Ruijie Zheng*, Yongyuan Liang*, Xiyao Wang, Zhecheng Yuan, Tianying Ji, Yu Luo, Xiaoyu Liu, Jiaxin Yuan, Pu Hua, Shuzhen Li, Yanjie Ze, Hal Daumé III, Furong Huang, Huazhe Xu
International Conference on Learning Representations (ICLR), 2024 (Spotlight)
project page / arXiv / code / bibtex
Guowei Xu*, Ruijie Zheng*, Yongyuan Liang*, Xiyao Wang, Zhecheng Yuan, Tianying Ji, Yu Luo, Xiaoyu Liu, Jiaxin Yuan, Pu Hua, Shuzhen Li, Yanjie Ze, Hal Daumé III, Furong Huang, Huazhe Xu
International Conference on Learning Representations (ICLR), 2024 (Spotlight)
project page / arXiv / code / bibtex
ACE: Off-Policy Actor-Critic with Causality-Aware Entropy Regularization
Tianying Ji*, Yongyuan Liang*, Yan Zeng, Yu Luo, Guowei Xu, Jiawei Guo, Ruijie Zheng, Furong Huang, Fuchun Sun, Huazhe Xu
International Conference on Machine Learning (ICML), 2024 (Oral)
project page / arXiv / code / bibtex
Tianying Ji*, Yongyuan Liang*, Yan Zeng, Yu Luo, Guowei Xu, Jiawei Guo, Ruijie Zheng, Furong Huang, Fuchun Sun, Huazhe Xu
International Conference on Machine Learning (ICML), 2024 (Oral)
project page / arXiv / code / bibtex
Can Pre-Trained Text-to-Image Models Generate Visual Goals for Reinforcement Learning?
Jialu Gao*, Kaizhe Hu*, Guowei Xu, Huazhe Xu
Conference on Neural Information Processing Systems (NeurIPS), 2023
project page / arXiv / bibtex
Jialu Gao*, Kaizhe Hu*, Guowei Xu, Huazhe Xu
Conference on Neural Information Processing Systems (NeurIPS), 2023
project page / arXiv / bibtex
Education
Selected Experience
Invited Talk: Mastering Visual Reinforcement Learning through Dormant Ratio Minimization
Speaker
88th Seminar (RL China), 2024
video link
Speaker
88th Seminar (RL China), 2024
video link
Invited Talk: Mastering Visual Reinforcement Learning through Dormant Ratio Minimization
Speaker
ICLR Seminar (AI TIME), 2024
video link
Speaker
ICLR Seminar (AI TIME), 2024
video link
Teaching Assistant
Deep Reinforcement Learning
Director: Huazhe Xu
TAs: Guowei Xu, Kaizhe Hu, Pu Hua
Tsinghua University (THU), 2024 (The Only Freshman TA for Graduate Course)
Director: Huazhe Xu
TAs: Guowei Xu, Kaizhe Hu, Pu Hua
Tsinghua University (THU), 2024 (The Only Freshman TA for Graduate Course)
Selected Awards
Sensetime Scholarship
The only freshman scholar
8th Scholarship (Sensetime), 2024 (Top 25 undergraduate students in China)
The only freshman scholar
8th Scholarship (Sensetime), 2024 (Top 25 undergraduate students in China)
Freshman Scholarship (First Prize)
scholar
Tsinghua University (THU), 2024 (Top Scholarship for Freshman)
scholar
Tsinghua University (THU), 2024 (Top Scholarship for Freshman)
