Research

\(\dagger\) Authors listed alphabetically

2026

  1. Fine-tuning of diffusion models via stochastic control: entropy regularization and beyond
    Wenpin Tang , and Fuzhong Zhou
    Proceedings of the 2026 American Control Conference (ACC), 2026
    arXiv

2025

  1. A Hierarchical Entropy Method for the Delocalization of Bias in High-dimensional Langevin Monte Carlo \( \dagger \)
    Daniel Lacker , and Fuzhong Zhou
    preprint, 2025
    arXiv

2024

  1. Quantitative Propagation of Chaos for Non-exchangeable Diffusions via First-passage Percolation \( \dagger \)
    Daniel Lacker , Lane Chun Yeung , and Fuzhong Zhou
    preprint, 2024
    arXiv
  2. Graphon Mean Field Games with a Representative Player: Analysis and Learning Algorithms
    Fuzhong Zhou, Chenyu Zhang , Xu Chen , and Xuan Di
    Proceedings of the 41st International Conference on Machine Learning (ICML), 2024
    arXiv HTML