Yilun Kong

PhD student, CCDS, Nanyang Technological University

Joined

July 2023

Names

Yilun Kong (Preferred)

Emails

****@mails.tsinghua.edu.cn (Confirmed)

****@gmail.com (Confirmed)

****@ntu.edu.sg (Confirmed)

Personal Links

Homepage

DBLP

Career & Education History

PhD student

CCDS, Nanyang Technological University (ntu.edu.sg)

2025 – Present

MS student

SIGS, Tsinghua University, Tsinghua University (tsinghua.edu.cn)

2022 – 2025

Advisors, Relations & Conflicts

PhD Advisor

Dacheng Tao

2025 – Present

Coauthor

Xueqian Wang

2022 – 2025

Expertise

Reinforcement Learning

Present

Vision-Language-Action Model

Present

Publications

Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision Transformer
Yilun Kong, Guozheng Ma, Qi Zhao, Haoyu Wang, Li Shen, Xueqian Wang, Dacheng Tao
- MCDC @ ICLR 2025
- Readers: Everyone
Query-dependent Prompt Optimization via Multi-Loop Offline Reinforcement Learning
Yilun Kong, Hangyu Mao, Qi Zhao, Bin Zhang, Jingqing Ruan, Li Shen, Yongzhe Chang, Xueqian Wang, Rui Zhao, Dacheng Tao
- ICLR 2025 Workshop Data Problems Poster
- Readers: Everyone
Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision Transformer
Yilun Kong, Guozheng Ma, Qi Zhao, Haoyu Wang, Li Shen, Xueqian Wang, Dacheng Tao
- ICML 2025 poster
- Readers: Everyone
QPO: Query-dependent Prompt Optimization via Multi-Loop Offline Reinforcement Learning
Yilun Kong, Hangyu Mao, Zhao Qi, Bin Zhang, Jingqing Ruan, Li Shen, Yongzhe Chang, Xueqian Wang, Rui Zhao, Dacheng Tao
- Accepted by TMLR
- Readers: Everyone
TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems
Yilun Kong, Jingqing Ruan, YiHong Chen, Bin Zhang, Tianpeng Bao, shi shiwei, du guo qing, xiaoru hu, Hangyu Mao, Ziyue Li, Xingyu Zeng, Rui Zhao, Xueqian Wang
- LLMAgents @ ICLR 2024 Poster
- Readers: Everyone
DEER: A Delay-Resilient Framework for Reinforcement Learning with Variable Delays
Bo Xia, Yilun Kong, Yongzhe Chang, Bo Yuan, Zhiheng Li, Xueqian Wang, Bin Liang
- CoRR 2024
- Readers: Everyone
DEER: A Delay-Resilient Framework for Reinforcement Learning with Variable Delays
Bo Xia, Yilun Kong, Bo Yuan, Yongzhe Chang, Zhiheng Li, Xueqian Wang
- Submitted to ICLR 2024
- Readers: Everyone
Uncertainty-Aware Data Augmentation for Offline Reinforcement Learning
Yunjie Su, Yilun Kong, Xueqian Wang
- IJCNN 2023
- Readers: Everyone
TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems
Yilun Kong, Jingqing Ruan, Yihong Chen, Bin Zhang, Tianpeng Bao, Shiwei Shi, Guoqing Du, Xiaoru Hu, Hangyu Mao, Ziyue Li, Xingyu Zeng, Rui Zhao
- CoRR 2023
- Readers: Everyone

Co-Authors

View all 28 co-authors