🤔 About Me

I am Danyang Peng, currently a Ph.D. student at Nanjing University, School of Intelligence Science and Technology. Under the supervision of Prof. Xiaotong Yuan, I am committed to advancing AI for meteorology.

My research interests include meteorological downscaling, data assimilation, weather forecasting, foundation models for weather, and remote sensing image processing.

🔥 News

  • 2026: 🎉🎉 Our paper LoPhyDA is accepted by ICML 2026!
  • 2026: 🎉🎉 Our paper Learning to Refine is accepted by ICML 2026!

📝 Publications

ICML 2026
LoPhyDA paper thumbnail

LoPhyDA: Low-Rank Tensor and Physics Gradient Guided Diffusion for Atmospheric Data Assimilation

Danyang Peng, Y. Chen, Y. Zhou, et al., X. Yuan

  • International Conference on Machine Learning (ICML), 2026.
IEEE TGRS 2024
TGRS 2024 paper thumbnail

Robust Hyperspectral Image Classification Using a Multiscale Transformer with Long- and Short-Distance Spatial-Spectral Cross Attention

Danyang Peng, H. Feng, J. Wu, Y. Wen, T. Han, Y. Li, G. Yang, L. Qu

  • IEEE Transactions on Geoscience and Remote Sensing 62, 1-14, 2024.
Knowledge-Based Systems 2024
KBS 2024 paper thumbnail

Disentanglement-Inspired Single-Source Domain-Generalization Network for Cross-Scene Hyperspectral Image Classification

Danyang Peng, J. Wu, T. Han, Y. Li, Y. Wen, G. Yang, L. Qu

  • Knowledge-Based Systems 303, 112413, 2024.
ICML 2026
Nowcasting

Learning to Refine: Spectral-Decoupled Iterative Refinement Framework for Precipitation Nowcasting

Y. Zhou, C. Zhao, D. Peng, et al., X. Yuan

  • International Conference on Machine Learning (ICML), 2026.
Knowledge-Based Systems
Mamba

A Mamba-Advanced Unsupervised Cross-Modality Medical Image Segmentation via Domain Adaptation and Task Decomposition

H. Feng, D. Peng, J. Wu, Y. Zhang, F. Kou, Y. Li, G. Zhao, X. Li, L. Qu

  • Knowledge-Based Systems, 114130.

📖 Educations

  • Present, Ph.D. student, Nanjing University, School of Intelligence Science and Technology.
  • Previous, M.S. in Electronic Information, Anhui University.
  • Previous, B.S. in Automation, Xi'an University of Technology.

💻 Internships

  • To be updated, research and industry experience.