Preprints and Submissions

  1. Timely Best Arm Identification in Restless Shared Networks
    Mengqiu Zhou, Vincent Y. F. Tan, and Meng Zhang
    Submitted to the IEEE Transactions on Mobile Computing, Mar 2026

  2. ODELoRA: Training Low-Rank Adaptation by Solving Ordinary Differential Equations
    Yihang Gao and Vincent Y. F. Tan
    Submitted to the SIAM Journal on Mathematics of Data Science, Feb 2026

  3. Almost Asymptotically Optimal Active Clustering Through Pairwise Observations
    Rachel S. Y. Teo, P. N. Karthik, Ramya Korlakai Vinayak, and Vincent Y. F. Tan
    Submitted to the IEEE Transactions on Information Theory, Feb 2026

  4. Quantum-Enhanced Neural Contextual Bandit Algorithms
    Yuqi Huang, Vincent Y. F. Tan, and Sharu Theresa Jose
    Submitted to Quantum Machine Intelligence, Jan 2026

  5. Finite-Time Minimax Bounds and an Optimal Lyapunov Policy in Queueing Control
    Yujie Liu, Vincent Y. F. Tan, and Yunbei Xu
    Submitted to Operations Research, Nov 2025, Revised Mar 2026

  6. Transformers Provably Learn Directed Acyclic Graphs via Kernel-Guided Mutual Information
    Yuan Cheng, Yu Huang, Zhe Xiong, Yingbin Liang, and Vincent Y. F. Tan
    To be submitted, 2026+

  7. Memory Limitations of Prompt Tuning in Transformers
    Maxime Meyer, Mario Michelessa, Caroline Chaux, and Vincent Y. F. Tan
    Submitted, 2025+

  8. Enhancing Multi-Text Long Video Generation Consistency without Tuning: Time-Frequency Analysis, Prompt Alignment, and Theory
    Xingyao Li, Fengzhuo Zhang, Jiachun Pan, Yunlong Hou, Vincent Y. F. Tan, and Zhuoran Yang
    Submitted to Transactions on Machine Learning Research, Apr 2026

  9. LEARN: An Invex Loss for Outlier Oblivious Robust Online Optimization
    Adarsh Barik, Anand Krishna, and Vincent Y. F. Tan
    Submitted, 2026+