I am a first-year PhD student at Deep Reinforcement Learning (DRL) Lab, Tianjin University (TJU), advised by Prof. Jianye Hao. I am also co-advised by Prof. Yan Zheng. I interned at Netease Fuxi AI Lab (Fuxi) during 2023, where I worked with Dr. Yujing Hu. I received my Bachelor's degree from the Dalian University of Technology (DUT), advised by Prof. Guozhen Tan.
Research interest
I am broadly interested in research on the building embodied agents for decision making. To achieve this, my current research interest contains Model-based reinforcement learning, Diffusion Model, RLHF and LLM agents. I hope to ride the wave of AI changing the world.
News
-
Jan 15, 2024Two papers accepted by ICLR 2024: "Aligning Diverse Human Preferences via Behavior-Customisable Diffusion Model", "Uni-RLHF: Universal Platform and Benchmark Suite for Reinforcement Learning with Diverse Human Feedback"
-
Dec 03, 2023I was invited by DAI2023 to give a presentation: "Unsupervised Reinforcement Learning with World Model"
-
May 10, 2023One papers accepted by ICML 2023: "MetaDiffuser: Diffusion Model as Conditional Planner for Offline Meta-RL"
-
Jan 20, 2023One papers accepted by ICLR 2023: "EUCLID: Towards Efficient Unsupervised Reinforcement Learning with Multi-choice Dynamics Model"
Publications and preprints
Papers sorted by recency. Authors with equal contribution are marked by *. Representative papers are highlighted.
MENTOR: Guiding Hierarchical Reinforcement Learning with Human Feedback and Dynamic Distance Constraint
Xinglin Zhou, Yifu Yuan, Shaofu Yang, Jianye Hao
Preprint
arXiv
Xinglin Zhou, Yifu Yuan, Shaofu Yang, Jianye Hao
Preprint
arXiv
SheetAgent: A Generalist Agent for Spreadsheet Reasoning and
Manipulation via Large Language Models
Yibin Chen*, Yifu Yuan*, Zeyu Zhang, Yan Zheng, Jinyi Liu, Fei Ni, Jianye HAO
Preprint
project page / arXiv
Yibin Chen*, Yifu Yuan*, Zeyu Zhang, Yan Zheng, Jinyi Liu, Fei Ni, Jianye HAO
Preprint
project page / arXiv
CriticGPT: Multimodal LLM as a Critic for Robot
Manipulation
Jinyi Liu*, Yifu Yuan*, Jianye HAO, Fei Ni, Lingzhi Fu, Yibin Chen, Yan Zheng
AAAI2024 RL+LLMs Workshop
project page / arXiv
Jinyi Liu*, Yifu Yuan*, Jianye HAO, Fei Ni, Lingzhi Fu, Yibin Chen, Yan Zheng
AAAI2024 RL+LLMs Workshop
project page / arXiv
DiffuserLite: Towards
Real-time Diffusion Planning
Zibin Dong, Jianye Hao, Yifu Yuan, Fei Ni, Yitian Wang, Pengyi Li, Yan Zheng
Preprint
project page / arXiv
Zibin Dong, Jianye Hao, Yifu Yuan, Fei Ni, Yitian Wang, Pengyi Li, Yan Zheng
Preprint
project page / arXiv
Uni-RLHF: Universal Platform
and Benchmark Suite for Reinforcement Learning with Diverse Human Feedback
Yifu Yuan, Jianye Hao, Yi Ma, Zibin Dong, Hebin Liang, Jinyi Liu, Zhixin Feng, Kai Zhao, Yan Zheng
International Conference on Learning Representations (ICLR), 2024
project page / arXiv / benchmark / platform / dataset
Yifu Yuan, Jianye Hao, Yi Ma, Zibin Dong, Hebin Liang, Jinyi Liu, Zhixin Feng, Kai Zhao, Yan Zheng
International Conference on Learning Representations (ICLR), 2024
project page / arXiv / benchmark / platform / dataset
AlignDiff: Aligning Diverse
Human Preferences via Behavior-Customisable Diffusion Model
Zibin Dong*, Yifu Yuan*, Jianye Hao, Fei Ni, Yao Mu, Yan Zheng, Yujing Hu, Tangjie Lv, Changjie Fan, Zhipeng Hu
International Conference on Learning Representations (ICLR), 2024
NeurIPS Diffusion Workshop, 2023
project page / arXiv / code / dataset
Zibin Dong*, Yifu Yuan*, Jianye Hao, Fei Ni, Yao Mu, Yan Zheng, Yujing Hu, Tangjie Lv, Changjie Fan, Zhipeng Hu
International Conference on Learning Representations (ICLR), 2024
NeurIPS Diffusion Workshop, 2023
project page / arXiv / code / dataset
ED2: Environment Dynamics
Decomposition World Models for Continuous Control
Jianye Hao, Yifu Yuan* (student first author), Cong Wang, Zhen Wang
Preprint
arXiv / code
Jianye Hao, Yifu Yuan* (student first author), Cong Wang, Zhen Wang
Preprint
arXiv / code
MetaDiffuser: Diffusion Model
as Conditional Planner for Offline Meta-RL
Fei Ni, Jianye Hao, Yao Mu, Yifu Yuan, Yan Zheng, Bin Wang, Zhixuan Liang
International Conference on Machine Learning (ICML), 2023
project page / arXiv
Fei Ni, Jianye Hao, Yao Mu, Yifu Yuan, Yan Zheng, Bin Wang, Zhixuan Liang
International Conference on Machine Learning (ICML), 2023
project page / arXiv
EUCLID: Towards Efficient
Unsupervised Reinforcement Learning with Multi-choice Dynamics Model
Yifu Yuan, Jianye Hao, Fei Ni, Yao Mu, Yan Zheng, Yujing Hu, Jinyi Liu, Yingfeng Chen, Changjie Fan
International Conference on Learning Representations (ICLR), 2023
NeurIPS DeepRL workshop, 2022
project page / pretrained model / arXiv / code
Yifu Yuan, Jianye Hao, Fei Ni, Yao Mu, Yan Zheng, Yujing Hu, Jinyi Liu, Yingfeng Chen, Changjie Fan
International Conference on Learning Representations (ICLR), 2023
NeurIPS DeepRL workshop, 2022
project page / pretrained model / arXiv / code
Education & Internship Experiences
-
2023.09 -Phd student, College of Intelligence and Computing, Tianjin University(advised by Jianye Hao)
-
2022.11 -AI Researcher (Intern), Fuxi AI Lab, NetEase(advised by Yujing Hu)
-
2021.09 - 2023.06Master, College of Intelligence and Computing, Tianjin University(advised by Jianye Hao, transfer to a PhD student)
-
2017.09 - 2021.06Bachelor, Electronic Information and Electrical Engineering Department, Dalian University of Technology(advised by Guozhen Tan)
Invited Talks
-
2023.12Unsupervised Reinforcement Learning with World ModelThe 5th International Conference on Distributed Artificial Intelligence (DAI 2023), Singapore
-
2023.06EUCLID: Towards Efficient Unsupervised Reinforcement Learning with Multi-choice Dynamics ModelRLChina Seminarvideo
-
2023.03EUCLID: Towards Efficient Unsupervised Reinforcement Learning with Multi-choice Dynamics ModelAI Time Seminar
Academic Service
Reviewers: ICML2024, UAI2024Awards
-
2018.11National Scholarship
-
2018.10 & 2019.10Pacemaker to Merit Student (< 2%)
-
2021.06Outstanding Graduates of Dalian City (Top 4%)
-
2022.09The First Prize Academic Scholarship (Top 10%)