Yucen Gao

Yucen Gao

Northeastern University

[ English | 简体中文 ]

现任东北大学软件学院副教授。于2025年在上海交通大学获得计算机科学博士学位。我的研究主要集中在数据工程和网络优化领域，在SIGKDD、ICDE、SIGIR和TMC等顶级会议及期刊上发表了20余篇论文。


📢 招生信息：目前正在招收两名2026级软件工程硕士研究生。如果您对我的研究方向感兴趣，欢迎将个人简历发送至我的邮箱：gaoyucen@neu.edu.cn。

🔥 新闻

  • [2026.04] 一篇关于跨领域推荐的论文被 SIGIR 2026 接收。
  • [2025.12] 一篇关于多元时间序列预测的论文被 AAAI 2026 接收。
  • [进行中] 担任在沈阳举办的 IEEE ICDM 2026 的Workflow Chair。

🎓 研究方向

数据工程，网络优化

📝 发表论文

  1. [CCF-A] Yucen Gao, Li Ma, Zhemeng Yu, Songjian Zhang, Hui Gao, Jun Fang, Xiaofeng Gao, A Lightweight Encoder-Decoder Framework for Carpooling Route Planning, IEEE Transactions on Mobile Computing (TMC), 2025.
  2. [CCF-A] Yucen Gao, Zhehao Zhu, Mingqian Ma, Fei Gao, Hui Gao, Yangguang Shi, Xiaofeng Gao, Online Preference Weight Estimation Algorithm with Vanishing Regret for Car-Hailing in Road Network, ACM Knowledge Discovery and Data Mining (KDD), 2024.
  3. [CCF-A] Yucen Gao, Wei Liu, JianXiong Guo, Xiaofeng Gao, Guihai Chen, A Dual-Embedding Based DQN for Worker Recruitment in Spatial Crowdsourcing with Social Network, ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2024.
  4. [CCF-A] Yucen Gao, Li Ma, Zhemeng Yu, Songjian Zhang, Jun Fang, Xiaofeng Gao, Guihai Chen, Lightweight GCN Encoder and Sequential Decoder for Multi-Candidate Carpooling Route Planning in Road Network, The Web Conference (WWW), 2024.
  5. [CCF-A] Yucen Gao, Xikai Wei, Xi Jing, Yangguang Shi, Xiaofeng Gao, Guihai Chen, Online Shipping Container Pricing Strategy Achieving Vanishing Regret with Limited Inventory, IEEE International Conference on Data Engineering (ICDE), 2023.
  6. [CCF-A] Bokai Lin, Naijun Gao, Yucen Gao, Heng Chang, Cheng Hu, Zhinan Zhang, Xiaofeng Gao, Cross-Domain Interest Representation Learning for Scenario- and Task-Aware Recommendation, ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2026.
  7. [CCF-A] Jiaqi Xue, Hongji Dong, Yucen Gao, Xiaofeng Gao, Guihai Chen, ProCAST: A Projection Framework for Coupled Aggregation Constrained Multivariate Time Series Forecasting, AAAI Conference on Artificial Intelligence (AAAI), 2026.
  8. [CCF-A] Xiaofeng Gao, Akbar Majidi, Yucen Gao, Guanhao Wu, Nazila Jahanbakhsh, Linghe Kong, Guihai Chen, Nous: Drop-Freeness and Duplicate-Freeness for Consistent Updating in SDN Multicast Routing, IEEE/ACM Transactions on Networking (TON), 2024.
  9. [CCF-B] Yucen Gao, Zhuoran Li, Jingyu He, Jun Fang, Hui Gao, Xiaofeng Gao, Guihai Chen, Algorithms for Shortest Path Tour Problem, Theoretical Computer Science (TCS), 2025.
  10. [CCF-B] Yucen Gao, Dejun Kong, Haipeng Dai, Xiaofeng Gao, Jiaqi Zheng, Fan Wu, Guihai Chen, A Dual-Embedding Based Reinforcement Learning Scheme for Task Assignment Problem in Spatial Crowdsourcing. World Wide Web Journal (WWWJ), 2025.
  11. [CCF-B] Yucen Gao, Xikai Wei, Hui Gao, Qun Li, Xiaofeng Gao, Guihai Chen, Spherical Projection Based Clustering Algorithm for Cooperative Sweep Coverage in Crowdsourcing, IEEE International Conference on Web Services (ICWS), 2024.
  12. [CCF-B] Yucen Gao, Mingqian Ma, Jiale Zhang, Songjian Zhang, Jun Fang, Xiaofeng Gao, Guihai Chen, Algorithms for Shortest Path Tour Problem in Large-Scale Road Network, International Computing and Combinatorics Conference (COCOON), 2023.
  13. [CCF-B] Yucen Gao, Yulong Song, Xikai Wei, Xiaofeng Gao, Guihai Chen, SACA: An End-to-End Method for Dispatching, Routing, and Pricing of Online Bus-Booking, International Conference on Database Systems for Advanced Applications (DASFAA), 2023.
  14. [CCF-B] Yucen Gao, Yuanning Gao, Yuhao Li, Xiaofeng Gao, Xiang Li, Guihai Chen, An Attention-Based Bi-GRU for Route Planning and Order Dispatch of Bus-Booking Platform, International Conference on Database Systems for Advanced Applications (DASFAA), 2021.
  15. [CCF-B] Zhuoran Li, Yucen Gao, Yu Yin, Xinle Li, Hui Gao, Xiaofeng Gao, Guihai Chen, DRNCS: Dual-Level Route Generation Model Based on Node Contraction and Shortcuts, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2025.
  16. [CCF-B] Zhemeng Yu, Yang Luo, Yucen Gao, Yinbo Sun, Xiaofeng Gao, Lintao Ma, Guihai Chen, CausalScaler: A Causality-Driven Autoscaling Framework for the Cloud, International Conference on Database Systems for Advanced Applications (DASFAA), 2025.
  17. [CCF-B] Jianxiong Guo, Zhehao Zhu, Yucen Gao, Xiaofeng Gao, A New Similarity in Clustering through Users’ Interest and Social Relationship, Theoretical Computer Science (TCS), 2024.
  18. [CCF-B] Kexin Xu, Zhemeng Yu, Yucen Gao, Songjian Zhang, Jun Fang, Xiaofeng Gao, Guihai Chen, MetaSTC: A Backbone Agnostic Spatio-Temporal Framework for Traffic Forecasting, International Conference on Data Mining (ICDM), 2024.
  19. [CCF-B] Zifeng Liu, Dejun Kong, Yucen Gao, Haipeng Dai, Xiaofeng Gao, Tian He, An Approximation for Routing Planning, Mobile Charging, and Energy Sharing for Sensing Devices, IEEE International Conference on Web Services (ICWS), 2023.
  20. [CCF-B] Hao Zhou, Yucen Gao, Xiaofeng Gao, Guihai Chen, Real-Time Route Planning Online Order Dispatch for Bus-Booking Platforms, International Conference on Database Systems for Advanced Applications (DASFAA), 2019.
  21. [CCF-C] Yucen Gao, Dejun Kong, Haipeng Dai, Xiaofeng Gao, Jiaqi Zheng, Fan Wu, Guihai Chen, DE-DQN: A Dual-Embedding Based Deep Q-Network for Task Assignment Problem in Spatial Crowdsourcing, APWeb-WAIM International Joint Conference on Web and Big Data (APWeb-WAIM), 2022. (最佳论文奖)
  22. Yucen Gao, Yunlong Cheng, Chan Tin Ping, Xiaofeng Gao, Guihai Chen, RL with Balanced Reward and Masking Mechanism for Multi-NUMA Virtual Machine Scheduling, IEEE International Conference on Ubiquitous Information Management and Communication (IMCOM), 2025.
  23. Yucen Gao, Liang Gong, Chengliang Liu, Yixiang Huang, Xinyang Li, Rhino: An Open-source Embedded Motherboard Design Enabling Complex Behavior of Intelligent Robots, IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM), 2019.
  24. Jianxiong Guo, Zhehao Zhu, Yucen Gao, Xiaofeng Gao, Graph Clustering through Users’ Properties and Social Influence, International Conference on Combinatorial Optimization and Applications (COCOA), 2023.
  25. Ganyu Huang, Qiaoyi Pan, Shuangying Zhao, Yucen Gao, Xiaofeng Gao, Prediction of COVID-19 Outbreak in China and Optimal Return Date for University Students Based on Propagation Dynamics, Journal of Shanghai Jiao Tong University (Science), 2020.
  26. Sijia Li, Kun Song, Boran Yang, Yucen Gao, Xiaofeng Gao, Preliminary Assessment of the COVID-19 Outbreak Using 3-Staged Model e-ISHR, Journal of Shanghai Jiao Tong University (Science), 2020.

🧰 科研项目

  • 国家重点研发计划，基于在线监测数据的制造过程质量控制与溯源技术，2024.12-2027.11，核心骨干
  • 国家重点研发计划，制造大数据价值理论与方法，2020.11-2023.10，核心骨干
  • 国家自然科学基金联合重点项目，面向飞机制造智能车间的协同感知与数据管理关键技术研究，2024.01-2027.12，核心骨干
  • 国家自然科学基金面上项目，移动群智感知中的协作优化关键算法研究，2023.01-2026.12，核心骨干
  • CCF-滴滴盖亚学者科研基金，基于机器学习算法的复杂遮挡场景定位优化探索，2024.08-2025.07，学生负责人
  • CCF-滴滴盖亚学者科研基金，网约车业务场景下供需预测研究，2023.08-2024.07，学生负责人
  • CCF-滴滴盖亚学者科研基金，多途经点路径规划问题研究，2022.08-2023.07，学生负责人
  • 中远海运集装箱舱位智能定价项目，2020.07-2023.06，学生负责人

🛎 学术服务

  • 中国计算机学会（CCF）分布式计算与系统专委会执行委员
  • ICDM 2026 Workflow Chair
  • ICDE, NeurIPS, WWW, ICML 等会议审稿人

🎖 荣誉奖项

  • 2024, 博士研究生国家奖学金
  • 2020, 上海市优秀毕业生
  • 2025, 上海交通大学优秀博士毕业生
  • 2020, 上海交通大学致远荣誉学士学位 / 致远杰出学生奖学金
  • 2023, 华泰证券科技奖学金
  • 2019&2020&2021, 荣昶科技创新奖学金
  • 2017&2018&2019, 致远荣誉奖学金
  • 2020, 美国大学生数学建模竞赛 (MCM) 一等奖 (Top 7%)
  • 2018, 全国大学生数学建模竞赛 (上海赛区) 一等奖 (Top 10%)

📖 教育经历

  • 2020.09 - 2025.09, 博士, 计算机科学与工程系, 上海交通大学.
  • 2016.09 - 2020.06, 本科, 计算机科学与工程系, 上海交通大学.

💻 实习经历

  • 2022.08 - 2024.08, 滴滴出行, 北京, 中国.
  • 2020.09 - 2022.07, 中远海运, 上海, 中国.