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Preprints and Submissions
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
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
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
Quantum-Enhanced Neural Contextual Bandit Algorithms
Yuqi Huang, Vincent Y. F. Tan, and Sharu Theresa Jose
Submitted to Quantum Machine Intelligence, Jan 2026
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
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+
Memory Limitations of Prompt Tuning in Transformers
Maxime Meyer, Mario Michelessa, Caroline Chaux, and Vincent Y. F. Tan
Submitted, 2025+
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
LEARN: An Invex Loss for Outlier Oblivious Robust Online Optimization
Adarsh Barik, Anand Krishna, and Vincent Y. F. Tan
Submitted, 2026+
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