Ruiquan Huang

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State College, PA 16801

Hi there, my name is Ruiquan Huang (pronounced Ray-chwen Hwang, you are also welcome to call me Ray). I am a Ph.D. candidate at The Pennsylvania State University, and am fortunate to be advised by Professor Jing Yang. Prior to that, I received my B.S. from the University of Science and Technology of China (USTC), and M.S. degrees from Columbia University.

My research interests lie broadly in Machine Learning (ML) and Artificial Intelligence (AI), with a particular focus on deep learning, reinforcement learning, and the trustworthiness of ML/AI systems.

I’m looking for highly motivated PhD students to join our research group. Prospective students with a strong mathematical background and/or extensive programming experience are encouraged to apply. If interested, please contact me by email with a resume, preferably including grades for math/cs/physics courses.

news

Mar 28, 2025 I will be joining the Computer Science Department at the University of Kentucky as an Assistant Professor in Fall 2025. Feel free to reach out to me!
Oct 01, 2024 Two papers are accepted by NeurIPS 2024!

selected publications

  1. Federated linear contextual bandits
    Ruiquan Huang, Weiqiang Wu, Jing Yang, and 1 more author
    Advances in neural information processing systems, 2021
  2. Federated linear contextual bandits with user-level differential privacy
    Ruiquan Huang, Huanyu Zhang, Luca Melis, and 3 more authors
    In International Conference on Machine Learning (ICML), 2023
  3. Provably efficient ucb-type algorithms for learning predictive state representations
    Ruiquan Huang, Yingbin Liang, and Jing Yang
    12th International Conference on Learning Representations (ICLR), 2024
  4. Safe exploration incurs nearly no additional sample complexity for reward-free rl
    Ruiquan Huang, Jing Yang, and Yingbin Liang
    11th International Conference on Learning Representations (ICLR), 2023
  5. Non-asymptotic Convergence of Training Transformers for Next-token Prediction
    Ruiquan Huang, Yingbin Liang, and Jing Yang
    The Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS), 2024