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). From August 2026 to December 2026, I am currently a Visiting Research Student at the Data Science and Analytics Thrust, Information Hub, The Hong Kong University of Science and Technology (Guangzhou), where I will be advised by Assistant Professor Yuyu Luo (骆昱宇). 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
- 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
- 2026.08-2026.12, Visiting Research Student, Data Science and Analytics Thrust, Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China.
🔥 News
- 2026.08: 🎉🎉 One paper is accepted by TGRS
📝 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
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.
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
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
- Conference Reviewer: ACM MultiMedia 2026
- Journal Reviewer: Pattern Recognition (PR)