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Publications

(* indicates equal contribution)

2026
Don't Blindly Trust It overview Don't Blindly Trust It: How Unreliable Feedback Breaks Tool-Using LLM Agents
Chubin Zhang, Zhenglin Wan, Xingrui Yu, Pengfei Zhou, Wangbo Zhao, Jingxuan Wu, Yaxin Zhou, Ivor Tsang
arXiv preprint, 2026.
Paper

Calibration Is Not Control overview Calibration Is Not Control: Why LLM-Agent Oversight Needs Intervention
Chubin Zhang, Zhenglin Wan, Xingrui Yu, Jingxuan Wu, Qi Wen, Pengfei Zhou, Wangbo Zhao, Ivor Tsang
arXiv preprint, 2026.
Paper

CaveAgent overview Time-Annealed Perturbation Sampling: Diverse Generation for Diffusion Language Models
Jingxuan Wu, Zhenglin Wan, Xingrui Yu, Yuzhe Yang, Yiqiao Huang, Ivor Tsang, Yang You
ICML 2026 Workshop on SPIGM
Project / Paper / Code

CaveAgent overview CaveAgent: Transforming LLMs into Stateful Runtime Operators
Maohao Ran, Zhenglin Wan, Cooper Lin, Yanting Zhang, Hongyu Xin, Hongwei Fan, Yibo Xu, Beier Luo, Yaxin Zhou, Wangbo Zhao, Lijie Yang, Lang Feng, Fuchao Yang, Jingxuan Wu, (etc..) Bo An, Yike Guo, Jun Song
Technical Report, 2026.
Paper / Code

2025
FM-IRL framework overview FM-IRL: Flow-Matching for Reward Modeling and Policy Regularization in Reinforcement Learning
Zhenglin Wan*, Jingxuan Wu*, Xingrui Yu, Chubin Zhang, Mingcong Lei, Bo An, Ivor Tsang
Proceedings of the 43rd International Conference on Machine Learning (ICML), 2026
Paper / Code

OSCAR: Orthogonal Stochastic Control for Alignment-Respecting Diversity in Flow Matching
Jingxuan Wu*, Zhenglin Wan*, Xingrui Yu, Yuzhe Yang, Bo An, Ivor Tsang
Proceedings of the 43rd International Conference on Machine Learning (ICML), 2026 Paper / Code

2024
LLM-Powered Predictive Decision-Making LLM-Powered Predictive Decision-Making for Sustainable Data Center Operations
Hanzhao Wang*, Jingxuan Wu*, Yu Pan, Yumeng Li, Yansong Wang, Helang Liu, Fuqiang Wang, Guanting Chen
In Preparation for Manufacturing & Service Operations Management, 2024
Paper

Flight Delay Propagation Survey Flight Delay Propagation Modeling: Data, Methods, and Future Opportunities
Chi Li, Jianfeng Mao, Lingyi Li, Jingxuan Wu, Lianmin Zhang, Jianyu Zhu, Zibin Pan
Transportation Research Part E: Logistics and Transportation Review, 2024, 185: 103525
Survey of ~100 studies on airport delay propagation covering statistical, econometric, agent-based, machine learning, and queuing models.
DOI

Flight Delay Prediction Integrative Mean-Field Epidemic Model and Adaptive Graph Learning for Network-wide Delay Propagation Dynamics Prediction
Chi Li, Mingcong Lei, Jingxuan Wu, Yuzhe Yang, Zibin Pan, Xiongwen Qian, Jianfeng Mao
In Preparation for Transportation Research Part B, 2024
Paper