Publications

* indicates the equal contribution, † indicates the corresponding author.

2026

  1. ICLRW
    Spectral Condition for μP under Width-Depth Scaling
    Chenyu Zheng, Rongzhen Wang, Xinyu Zhang, and 1 more author
    ICLR Workshop on Deep Generative Models: Theory, Principle, and Efficacy, 2026
    Awarded HTML Blog Code Slides

2025

  1. NeurIPS
    Scaling Diffusion Transformers Efficiently via μP
    Chenyu Zheng, Xinyu Zhang, Rongzhen Wang, and 5 more authors
    In Advances in Neural Information Processing Systems, 2025
    HTML Blog Code Poster
  2. ICML
    A Theory for Conditional Generative Modeling on Multiple Data Sources
    Rongzhen Wang, Yan Zhang, Chenyu Zheng, and 2 more authors
    In International Conference on Machine Learning, 2025
    HTML

2024

  1. NeurIPS
    On Mesa-Optimization in Autoregressively Trained Transformers: Emergence and Capability
    Chenyu Zheng, Wei Huang, Rongzhen Wang, and 3 more authors
    In Advances in Neural Information Processing Systems, 2024
    HTML Code Poster Slides
  2. NeurIPS
    Lower Bounds of Uniform Stability in Gradient-Based Bilevel Algorithms for Hyperparameter Optimization
    Rongzhen Wang, Chenyu Zheng, Guoqiang Wu, and 2 more authors
    In Advances in Neural Information Processing Systems, 2024
    HTML
  3. ICLR
    The Blessing of Randomness: SDE Beats ODE in General Diffusion-based Image Editing
    Shen Nie, Hanzhong Guo, Cheng Lu, and 3 more authors
    In International Conference on Learning Representations, 2024
    HTML

2023

  1. NeurIPS
    Toward Understanding Generative Data Augmentation
    Chenyu Zheng, Guoqiang Wu, and Chongxuan Li
    In Advances in Neural Information Processing Systems, 2023
    HTML Blog Code Poster Slides
  2. ICML
    Revisiting Discriminative vs. Generative Classifiers: Theory and Implications
    Chenyu Zheng, Guoqiang Wu, Fan Bao, and 3 more authors
    In International Conference on Machine Learning, 2023
    HTML Blog Code Poster Slides
  3. TGRS
    Domain Adaptive Land-Cover Classification via Local Consistency and Global Diversity
    Ailong Ma, Chenyu Zheng†, Junjue Wang, and 1 more author
    IEEE Transactions on Geoscience and Remote Sensing, 2023
    HTML Code

2022

  1. ICPR
    AutoLC: Search Lightweight and Top-Performing Architecture for Remote Sensing Image Land-Cover Classification
    Chenyu Zheng, Junjue Wang, Ailong Ma, and 1 more author
    In International Conference on Pattern Recognition, 2022
    HTML Code