Pengyuan Wang

PhD student, nanjing university

Joined

November 2022

Names

Pengyuan Wang (Preferred)

wang pengyuan

Emails

****@lamda.nju.edu.cn (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

PhD student

nanjing university (nju.edu)

2024 – 2028

Advisors, Relations & Conflicts

PhD Advisor

Yang Yu

2022 – 2028

Expertise

Reinforcement Learning

2022 – 2028

Publications

Constructive Specification for Plug-and-Play Learnware Agents
Jian-Dong Liu, Zi-Chen Zhao, Hao Sun, Lin-Xing Wu, Huan ZHang, Pengyuan Wang, ZhaoMing, Xinyu Chu, Shu Yan, Yongbei Zhu, Weijun Zhong, Zhi-Hao Tan, SHANG JING, Yang Yu, Zhi-Hua Zhou
- LLA 2026 Poster
- Readers: Everyone
Off-Policy Token Clipped Supervised Fine-Tuning Yields a Robust Cold-Start
Tian-Shuo Liu, Chengxing Jia, Haoyu Liu, Pengyuan Wang, Shiyuan Zhang, Jie Fu, Yang Yu
- Submitted to ICLR 2026
- Readers: Everyone
Long CoT In-Context Learning Can Empower Pre-trained LLMs
Pengyuan Wang, Zi Liang Guo, Ziniu Li, Wang Chenyang, Tian-Shuo Liu, Congliang Chen, Xinwei Chen, Tian Ding, Ruoyu Sun, Yang Yu
- Submitted to ICLR 2026
- Readers: Everyone
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations
Ding Chen, Qingchen Yu, Pengyuan Wang, Wentao Zhang, Zhengren Wang, Bo Tang, Feiyu Xiong, Xinchi Li, Chao Wang, mingchuan yang, Zhiyu li
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
WHALE: Towards Generalizable and Scalable World Models for Embodied Decision-making
Zhilong Zhang, Ruifeng Chen, Junyin Ye, Yihao Sun, Haoxiang Ren, Xinghao Du, Pengyuan Wang, Jing-Cheng Pang, Kaiyuan Li, Tian-Shuo Liu, Haoxin Lin, Yang Yu, Zhi-Hua Zhou
- NeurIPS 2025 Workshop EWM
- Readers: Everyone
Multi-Agent Imitation by Learning and Sampling from Factorized Soft Q-Function
Yi-Chen Li, Zhongxiang Ling, Tao Jiang, Fuxiang Zhang, Pengyuan Wang, Lei Yuan, Zongzhang Zhang, Yang Yu
- NeurIPS 2025 poster
- Readers: Everyone
Interactive Large Language Models for Reliable Answering under Incomplete Context
Jing-Cheng Pang, Heng-Bo Fan, Pengyuan Wang, Jia-Hao Xiao, Nan Tang, Si-Hang Yang, Chengxing Jia, Ming-Kun Xie, Xiang Chen, Sheng-Jun Huang, Yang Yu
- Accepted by TMLR
- Readers: Everyone
Controlling Large Language Model with Latent Action
Chengxing Jia, Ziniu Li, Pengyuan Wang, Yi-Chen Li, Zhenyu Hou, Yuxiao Dong, Yang Yu
- ICML 2025 poster
- Readers: Everyone
Semantic Temporal Abstraction via Vision-Language Model Guidance for Efficient Reinforcement Learning
Tian-Shuo Liu, Xu-Hui Liu, Ruifeng Chen, Lixuan Jin, Pengyuan Wang, Zhilong Zhang, Yang Yu
- ICLR 2025 Poster
- Readers: Everyone
Whale-X: Learning Scalable Embodied World Models with Enhanced Generalizability
Zhilong Zhang, Ruifeng Chen, Junyin Ye, Yihao Sun, Pengyuan Wang, Jing-Cheng Pang, Kaiyuan Li, Tian-Shuo Liu, Haoxin Lin, Yang Yu
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone

View all 11 publications

Co-Authors

View all 64 co-authors