Xinyu Lu (鲁新钰)

About Me

I am currently a Postdoctoral Fellow at The Chinese University of Hong Kong, Shenzhen. I received my B.E. (2020) and Ph.D. (2025) in Computer Science from Shanghai Jiao Tong University (SJTU). My research interests lie in online generative optimization, spatiotemporal scheduling, and data-driven intelligent urban decision-making.

Research Interests

• Online Generative Optimization: diffusion-based methods for optimization, online learning
• Spatiotemporal Scheduling: stochastic optimization, online scheduling, Lyapunov optimization
• Data-Driven Intelligent Urban Decision-Making: data mining, human mobility, AI

Academic Experience

• Postdoctoral Fellow, The Chinese University of Hong Kong, Shenzhen
  Aug. 2025 - Current position (Expected Aug. 2027)
• International Internship, National Institute of Informatics (NII), Tokyo (Japan)
  Oct. 2023 – Dec. 2023
• Ph.D. in Computer Science, Shanghai Jiao Tong University, Shanghai
  Sept. 2020 – Jun. 2025
• B.E. in Computer Science, Shanghai Jiao Tong University, Shanghai
  Sept. 2016 – Jun. 2020

Selected Publications

Dataset Contributions

Membership

• IEEE Membership, IEEE Council on RFID, IEEE Intelligent Transportation Systems Society Membership, IEEE Transportation Electrification Council, IEEE Young Professionals

Services

Academic Services

• [2026] TPC for ICAIHE’2026
• [2025] Reviewer for CPAL’2026
• [2025] Reviewer for Energy Informatics
• [2025] PC Member for LAAPL’2025
• [2025] Reviewer for CyberSciTech’2025 (AI-DHWP 2025)
• [2025] Reviewer for Expert Systems With Applications
• [2024] Reviewer for WWW’2025
• [2024] Reviewer for IEEE ITS Transactions
• [2024] [2023] [2022] Teaching Assistant for the course “Mathematical Fundamentals in Computer Science”, CS2304 (SJTU).
• [2023] Teaching Assistant for the course “Introduction to Logic”, PHIL1119 (SJTU).
• [2023] Student Mentor for the 43rd PRP Project on Deep Learning Theory, Technology, and Application at Shanghai Jiao Tong University.

Social Services

• [2021-2022] Chairperson of the Shanghai Jiao Tong University Graduate Student Union.
• [2024] [2023] Administrative Management Trainee.

Awards

• [2025] Outstanding Graduate of Shanghai, Shanghai Municipal Education Commission.
• [2024] Excellent Award, Smart Medical Challenge, Shanghai Jiao Tong University-Winning Health.
• [2024] Typical Cases of Merged Media Works in 2023, China Publishing Association - China Education Television Association.
• [2024] Volunteer of “China International College Students’ Innovation Competition 2024”.
• [2023] Student leader for an outstanding visual journalism project, China Youth News.
• [2022] [2021] [2018] Excellent League Member.
• [2021] Excellent Student Cadre.
• [2021] The Elite Award of the 4th Shanghai Jiao Tong University-Weining Health Smart Medical Challenge (Artificial Intelligence College Group).
• [2021] Outstanding Volunteer for the “2021 Youth College Science Camp” organized by the Youth Science and Technology Center of the China Association for Science and Technology.
• [2020] Outstanding Graduate of Shanghai Jiao Tong University.
• [2019] 3rd Prize, Women in Technology – Innovation Stars Competition, Dell Technologies.
• [2019] [2018] Shanghai Jiao Tong University Excellence Scholarship.

All Publications

• CCF-A Yikai Lu, Yifei Wu, Xinyu Lu, Tongxin Li. A World in Pieces: Structural Certification of General Agents[C]. International Conference on Machine Learning (ICML), 2026. Accepted.
• CCF-A SCI Xinyu Lu, Zhanbo Feng, Jiong Lou, Chentao Wu, Guangtao Xue, Wei Zhao, Jie Li. Multi-layer Scheduling in Gig Platforms Using a Generative Diffusion Model with Duality Guidance[J]. IEEE Transactions on Mobile Computing (TMC), 2026, 25(2):2927-2940.
• CCF-A SCI Xinyu Lu, Jiong Lou, Jie Li, Runhui Xu, Chentao Wu, Zhi Liu, Yuan Luo, Yang Yang. Towards Bi-level Supply/Demand Balanced Charging Systems via Online Power Scheduling[J]. IEEE Transactions on Mobile Computing (TMC), 2025, 24(9): 8405-8422.
• CCF-B SCI Xinyu Lu, Jiawei Sun, Jiong Lou, Yusheng Ji, Chentao Wu, Wei Zhao, Guangtao Xue, Yuan Luo, Fan Cheng, Jie Li. V2PCP: Toward Online Booking Mechanism for Private Charging Piles[J]. IEEE Transactions on Intelligent Transportation Systems (TITS), 2025, 26(2): 2514-2529.
• CCF-B Xinyu Lu, Zhanbo Feng, Jiawei Sun, Jiong Lou, Chentao Wu, Wugedele Bao, Jie Li. Generative Diffusion Model-based Energy Management in Networked Energy Systems[C]//IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). 2025.
• CCF-A Yuxin Liu, Yuezhang Peng, Hefeng Zhou, Hongze Liu, Xinyu Lu, Jiong Lou, Chentao Wu, Wei Zhao, Jie Li. LOVO: Efficient Complex Object Query in Large-Scale Video Datasets[C]//2025 IEEE 41th International Conference on Data Engineering (ICDE). 2025.
• CCF-B Zhanbo Feng, Zenan Ling, Xinyu Lu, Ci Gong, Feng Zhou, Wugedele Bao, Jie Li, Fan Yang, Robert C. Qiu. Textual and Visual Prompt Fusion for Image Editing via Step-Wise Alignment[C]//IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). 2025.
• CCF-C Jiong Lou, Zhiqing Tang, Xinyu Lu, Shijing Yuan, Jie Li, Weijia Jia, Chentao Wu.Efficient Serverless Function Scheduling in Edge Computing[C]//IEEE International Conference on Communications (ICC). 2024: 1029-1034.
• CCF-B SCI Xinyu Lu, Jie Li, Shijing Yuan, Haiming Jin, Chentao Wu, Zhan Xu. Toward Real-Time Pricing and Allocation for Surplus Resources in Electric Bus Charging Stations[J]. IEEE Transactions on Intelligent Transportation Systems (TITS), 2023, 25(2): 2101-2115.
• CCF-B Xiang Yu, Ruoxin Chen, Jie Li, Jiawei Sun, Shijing Yuan, Huxiao Ji, Xinyu Lu, Chentao Wu.Zero-Shot Scene Graph Generation with Knowledge Graph Completion[C]//IEEE International Conference on Multimedia and Expo (ICME). 2022: 1-6.
• CCF-C SCI Xinyu Lu, Jie Li, Chentao Wu, Jinsong Wu, Mahmoud Daneshmand. Measuring Similarity between Any Pair of Passengers Using Smart Card Usage Data[J]. IEEE Internet of Things Journal (IOT-J), 2021, 9(2): 1458-1468.

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