I am currently a Master’s student at the DEFENSE Group, PALM Lab, the School of Computer Science and Engineering, Southeast University, under the supervision of Professor Min-ling Zhang (张敏灵) and Professor Shimin Di (邸世民). My research interests primarily lie in LLM Agent and Remote Sensing. Previously, I received my Bachelor’s degree in Software Engineering from the College of Computer Science and Software Engineering, Hohai University, where I conducted research training in the AIM Group under the guidance of Professor Fan Liu (刘凡) and Ph.D. student Liang Yao (姚亮).
📖 Education
- 2026.08-2026.12, Incoming Visiting Research Student, Data Science and Analytics Thrust, Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China.
- 2025.09-2028.06, Master, School of Computer Science and Engineering, Southeast University, Nanjing, China.
- 2021.09-2025.06, Bachelor, College of Computer Science and Software Engineering, Hohai University, Nanjing, China.
💻 Internships
🔥 News
- 2025.11: 🎉🎉 One paper is accepted by AAAI2026
📝 Publications
LLM Agents
Robustflow: Towards robust agentic workflow generation
Shengxiang Xu, Jiayi Zhang, Shimin Di, Yuyu Luo, Liang Yao, Hanmo Liu, Jia Zhu, Fan Liu, Min-Ling Zhang
- We propose RobustFlow, a training framework for robust agentic workflow generation, which improves the model’s semantic invariance to diverse instructions through preference optimization.
Learning to compose for cross-domain agentic workflow generation
Jialiang Wang, Shengxiang Xu, Hanmo Liu, Jiachuan Wang, Yuyu Luo, Shimin Di, Min-Ling Zhang, Lei Chen
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KDD 2026PeroMAS: A Multi-agent System of Perovskite Material Discovery, Yishu Wang, Wei Liu, Yifan Li, Shengxiang Xu, Xujie Yuan, Ran Li, Yuyu Luo, Jia Zhu, Shimin Di, Min-Ling Zhang, Guixiang Li -
PrePrint 2026FlowEvo: Self-Evolving Agents through the Co-Evolution of Workflows and Executable Skills, Zeyu Ren, Ling Yue, Ran Li, Yishu Wang, Shengxiang Xu, Hanmo Liu, Shaowu Pan, Shimin Di -
arXiv 2026Sci-VLA: Agentic VLA Inference Plugin for Long-Horizon Tasks in Scientific Experiments, Yiwen Pang, Bo Zhou, Changjin Li, Xuanhao Wang, Shengxiang Xu, Deng-Bao Wang, Min-Ling Zhang, Shimin Di
Remote Sensing Vision-Language Model
Remoteagent: Bridging vague human intents and earth observation with rl-based agentic mllms
Liang Yao, Shengxiang Xu, Fan Liu, Chuanyi Zhang, Bishun Yao, Rui Min, Yongjun Li, Chaoqian Ouyang, Shimin Di, Min-Ling Zhang
- We propose RemoteAgent, an agentic system that uses RL-alignment to resolve intrinsic tasks while routing dense predictions via specialized tools.
RemoteZero: Geospatial Reasoning with Zero Human Annotations
Liang Yao, Fan Liu, Shengxiang Xu, Chuanyi Zhang, Rui Min, Shimin Di, Yuhui Zheng
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arXiv 2026RemoteShield: Enable Robust Multimodal Large Language Models for Earth Observation, Rui Min, Liang Yao, Shiyu Miao, Shengxiang Xu, Yuxuan Liu, Chuanyi Zhang, Shimin Di, Fan Liu -
AAAI 2026Remotereasoner: Towards unifying geospatial reasoning workflow, Liang Yao, Fan Liu, Hongbo Lu, Chuanyi Zhang, Rui Min, Shengxiang Xu, Shimin Di, Pai Peng -
ICASSP 2025Remotetrimmer: Adaptive structural pruning for remote sensing image classification, Guangwenjie Zou, Liang Yao, Fan Liu, Chuanyi Zhang, Xin Li, Ning Chen, Shengxiang Xu, Jun Zhou
UAV-based Multi-modal Perception
UEMM-Air: Enable UAVs to Undertake More Multi-modal Tasks
Liang Yao, Fan Liu, Shengxiang Xu, Chuanyi Zhang, Shimin Di, Xing Ma, Jianyu Jiang, Zequan Wang, Jun Zhou
- We build a new synthetic UAV-based environmental perception dataset, UEMM-Air. It exceeds existing works by a significant margin in terms of dataset size ($120k$), number of modalities (6), and variety of tasks (4).
AirNavigation: Let UAV Navigation Tell Its Own Story
Jianyu Jiang, Zequan Wang, Liang Yao, Shengxiang Xu, Fan Liu
Others
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PAAMulti-stage Bayesian Prototype Refinement with feature weighting for few-shot classification, Wei Xu, Xiaocong Zhou, Shengxiang Xu, Fan Liu, Chuanyi Zhang, Feifan Li, Wenwen Cai, Jun Zhou -
CCBR 2024Unifying Large Language Models and Knowledge Graphs for Poultry Diseases Diagnosis, Shengxiang Xu, Liang Yao, Chenyu Huang, Guoxin Jiang, Fan Liu
🎖 Honors and Awards
- 2025.10 Grand Prize, “Challenge Cup” Chinese College Student Entrepreneurship Plan Competition | “挑战杯”全国大学生课外学术科技作品竞赛揭榜挂帅擂台赛特等奖
- 2025.07 First Prize, Undergraduate Thesis Encouragement Program of JSIACS | 江苏省仪器仪表学会本科毕设激励计划一等奖
- 2025.06 Outstanding Undergraduate Thesis of Hohai University | 河海大学本科优秀毕业论文
- 2025.06 Silver Medal, Jiangsu Collegiate Programming Contest | 江苏省大学生程序设计竞赛银奖
- 2024.06 Top 100 Outstanding Students of Hohai University | 河海大学海韵风华十杰百佳优秀学生
- 2024.04 Finalist Award, Mathematical Contest in Modeling (MCM/ICM) | 美国大学生数学建模竞赛特等奖提名
- 2024.01 Bronze Medal, ICPC Asia-East Continent Final Contest (EC-Final) | 国际大学生程序设计竞赛亚洲区决赛铜奖
- 2023.12 First Prize, Global Campus AI Algorithm Elite Competition National Finals | 全球校园算法精英大赛全国总决赛一等奖
- 2023.12 Silver Medal, ICPC Asia Regional Contest Jinan Site | 国际大学生程序设计竞赛亚洲区域赛济南站银奖
- 2023.10 Bronze Medal, CCPC Qinhuangdao Site | 中国大学生程序设计竞赛国赛秦皇岛站铜奖
- 2023.10 Silver Medal, ICPC Asia Regional Contest Xi’an Site | 国际大学生程序设计竞赛亚洲区域赛西安站银奖
- 2023.08 Silver Medal, Jiangsu Collegiate Programming Contest | 江苏省大学生程序设计竞赛银奖
- 2022.04 Huawei Intelligent Base Scholarship | 华为智能基座奖学金
💬 Academic Service
Reviewer:
- ACM International Conference on Multimedia (ACM MM)
- Pattern Recognition (PR)