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Bin Luo

Ph.D. Candidate
Computer Science and Engineering,
The Chinese University of Hong Kong

Room 120 SHB, CUHK, Sha Tin, Hong Kong

 binluo[at]link[dot]cuhk[dot]edu[dot]hk


About Me

I am currently a Ph.D. candidate in the Department of Computer Science and Engineering (CSE) at The Chinese University of Hong Kong (CUHK) under the supervision of Choh-Ming Li Chair Professor John C.S. Lui (ACM Fellow, IEEE Fellow) in Hong Kong. I am also a member of Advanced Networking and System Research Laboratory (ANSR Lab) led by Professor John C.S. Lui. My current research focuses on quantum algorithms for reinforcement learning, optimization, and quantum networks. My long-term goal is to pursue verifiable and practical quantum advantages.

Prior to joining the Ph.D. program, I received my bachelor’s degree in June 2023 from the School of Mathematics at Sun Yat-sen University (SYSU), majoring in Mathematics and Applied Mathematics.

Research Interests

Publications

Conference Papers

  1. WiOpt'26
    On the Analysis of a Quantum MDP Algorithm for Optimizing the Entanglement Throughput of Quantum Switches
    Bin Luo, John C.S. Lui
    24rd International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)
    PDF Online Presentation
  2. ICML'25
    Quantum Algorithms for Finite-horizon Markov Decision Processes
    Bin Luo, Yuwen Huang, Jonathan Allcock, Xiaojun Lin, Shengyu Zhang, John C.S. Lui
    Forty-second International Conference on Machine Learning (ICML), 2025. (AR: 3260/12107=26.9%).
    PDF PPT Poster arXiv
  3. INFOCOM'25
    Exploring the Structural Property of the Optimal Entanglement Policy for Quantum Switch
    Bin Luo, Xiaojun Lin, John C.S. Lui
    IEEE Conference on Computer Communications (INFOCOM), 2025. (AR: 272/1458=18.6%).
    PDF PPT

Journal Papers

  1. Under review
    A Scalable Distributed Quantum Optimization Framework via Factor Graph Paradigm
    Yuwen Huang, Xiaojun Lin, Bin Luo, John C.S. Lui
    arXiv
  2. ToN'26
    Structural Property of the Optimal Entanglement Policy for Quantum Network Switch: An MDP Approach
    Bin Luo, Xiaojun Lin, John C.S. Lui
    IEEE/ACM Transactions on Networking (ToN), 2026
    PDF

Preprint

  1. arXiv
    Quantum Speedups for Stochastic Optimization with Heavy-Tailed Noise
    Bin Luo, Chengchang Liu, Jonathan Allcock, Shengyu Zhang, John C.S. Lui
    arXiv
  2. arXiv
    A Scalable Distributed Quantum Optimization Framework via Factor Graph Paradigm
    Yuwen Huang, Xiaojun Lin, Bin Luo, John C.S. Lui
    arXiv

Patents

  1. Patent
    Robust Source-free Domain Adaptation from Non-robust Source Model
    Yao Xiao, Bin Luo, Yuheng Chen, Pengxu Wei, Liang Lin
    National Invention Patent(CN115019106A), Sept. 2022.
    Website

Talks

  1. Tutorial
    Introduction to Python: A Tutorial on Virtual Environment and IDEs
    Bin Luo, CHUI Yim Pan, LAM King Tin
    Tutorial of CSCI 2040: Introduction to Python, Sept. 2024.
    PDF Tutorial
  2. Seminar
    Quantum Computing: A Candidate for Future Technological Revolution
    Bin Luo
    Seminar, Sept. 2024.
    PDF Seminar

Selected Awards/Grants

Professional Services

Peer Review Contributions

Teaching Assistantship

Wiki