Preprints and Submissions

  1. Achieving the Pareto Frontier of Regret Minimization and Best Arm Identification in Multi-Armed Bandits
    Zixin Zhong, Wang Chi Cheung and Vincent Y. F. Tan
    Submitted to the Transactions on Machine Learning Research, Jun 2023

  2. Federated Best Arm Identification with Heterogeneous Clients
    Zhirui Chen, P. N. Karthik, Vincent Y. F. Tan, and Yeow Meng Chee
    Submitted to the IEEE Transactions on Information Theory, May 2023

  3. BLINK: Link Local Differential Privacy for Graph Neural Networks via Bayesian Estimation
    Xiaochen Zhu, Vincent Y. F. Tan, and Xiaokui Xiao
    Submitted, May 2023

  4. An Acceleration and Load-dependent Electric Vehicle Routing Problem
    Jingyi Zhao, Weiquan Wang, Vincent Y. F. Tan, Zhenzhen Zhang, and Yeow Meng Chee
    Submitted to International Journal of Production Research, May 2023

  5. Deep Unrolling for Nonconvex Robust Principal Component Analysis
    Elizabeth Z. C. Tan, Caroline Chaux, Emmanuel Soubies, and Vincent Y. F. Tan
    Submitted, Apr 2023

  6. Understanding and Mitigating Dimensional Collapse in Federated Learning
    Yujun Shi, Jian Liang, Wenqing Zhang, Chuhui Xue, Vincent Y. F. Tan, and Song Bai
    Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence, Mar 2023

  7. Codes for Correcting Asymmetric Adjacent Transpositions and Deletions
    Shuche Wang, Vu Van Khu and Vincent Y. F. Tan
    Submitted to the IEEE Journal on Selected Areas in Information Theory (JSAIT), Jan 2023, Revised Apr 2023

  8. A hybrid genetic search and dynamic programming-based split algorithm for the multi-trip time-dependent vehicle routing problem
    Jingyi Zhao, Mark Poon, Vincent Y. F. Tan, and Zhenzhen Zhang
    Submitted to Transportation Science, Jan 2023

  9. Corrections to "Equivocations, Exponents and Second-Order Coding Rates under Various Rényi Information Measures"
    Masahito Hayashi and Vincent Y. F. Tan
    Submitted to IEEE Transactions on Information Theory, Dec 2022, Revised May 2023

  10. Optimal Clustering with Bandit Feedback [Slides] [Video]
    Junwen Yang, Zixin Zhong, and Vincent Y. F. Tan
    Submitted to the Journal of Machine Learning Research, Sep 2022