Tian-Shuo Liu

PhD student, Nanjing university

Joined

May 2023

Names

Tian-Shuo Liu (Preferred)

Emails

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

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

Personal Links

Homepage

Career & Education History

PhD student

Nanjing university (nju.edu.cn)

2025 – Present

MS student

Nanjing university (nju.edu.cn)

2023 – 2025

Undergrad student

Nanjing University (nju.edu.cn)

2019 – 2023

Advisors, Relations & Conflicts

No relations added

Expertise

Reinforcement Learning

2022 – Present

Publications

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
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
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- ICLR 2025 Conference Withdrawn Submission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
Energy-Guided Diffusion Sampling for Offline-to-Online Reinforcement Learning
Xu-Hui Liu, Tian-Shuo Liu, Shengyi Jiang, Ruifeng Chen, Zhilong Zhang, Xinwei Chen, Yang Yu
- ICML 2024 Poster
- Readers: Everyone
Offline Transition Modeling via Contrastive Energy Learning
Ruifeng Chen, Chengxing Jia, Zefang Huang, Tian-Shuo Liu, Xu-Hui Liu, Yang Yu
- ICML 2024 Poster
- Readers: Everyone
Flow to Better: Offline Preference-based Reinforcement Learning via Preferred Trajectory Generation
Zhilong Zhang, Yihao Sun, Junyin Ye, Tian-Shuo Liu, Jiaji Zhang, Yang Yu
- ICLR 2024 poster
- Readers: Everyone

Co-Authors

View all 28 co-authors