• [05/2025] One paper about Myanmar Earthquake was submitted.
• [06/2024] Congratulations! I finished my Ph.D at USTC! Time to start as a postdoc at Georgia Institute of Technology.
• [01/2024] Congratulations! One paper about earthquake monitoring was published on Communications Earth & Environment.
• [01/2024] Congratulations! One paper about Seismology Foundation model was published on IEEE TGRS.

Experience

• Georgia Institute of Technology, Atlanta, Georgia, USA
  Sep. 2024 – Present
  
  Postdoctoral Research Fellow
  Advisor: Prof. Zhigang Peng
  
• University of Science and Technology of China, Hefei, Anhui, China
  Sep. 2020 – Jun. 2024
  
  Research Assistant
  Advisor: Prof. Xinming Wu
  

Selected Publications [Google Scholar]

^* indicates corresponding authorship.

2025

• Tuning into Earth's Voice: Leveraging Large Language Models for Earthquake Detection.
  Xu Si, Xinming Wu, Jintao Li, Xin Cui, Hanlin Sheng, Hang Gao, Zefeng Li, Zhigang Peng.
  2025.

• Mainshock Rupture Properties, Aftershock Activities and Remotely Triggered Seismicity Associated with the 2025 M7.7 Sagaing Fault earthquake in Myanmar.
  Zhigang Peng, Xinglin Lei, Dun Wang, Xu Si, Phuc Mach, Qiu Zhong, Chang Ding, Yangfan Deng, Min Qin, Suqiu Miao.
  Earthquake Research Advances, submitted, 2025.
  [paper]

• On the workflow, opportunities and challenges of developing foundation model in geophysics.
  Hanlin Sheng, Xinming Wu*, Hang Gao, Haibin Di, Sergey Fomel, Jintao Li, Xu Si.
  2025.
  [paper]

• A foundation model enpowered by a multi-modal prompt engine for universal seismic geobody interpretation across surveys.
  Hang Gao, Xinming Wu*, Luming Liang, Hanlin Sheng, Xu Si, Gao Hui, Yaxing Li.
  Information Fusion, accepted, 2025.
  [paper]

• Seismic Foundation Model (SFM): a new generation deep learning model in geophysics.
  Hanlin Sheng, Xinming Wu*, Xu Si, Jintao Li, Sibo Zhang, Xudong Duan.
  Geophysics, 90(2), 2025.
  [paper] [code]

2024

• An all-in-one seismic phase picking, location, and association network for multi-task multi-station earthquake monitoring.
  Xu Si, Xinming Wu*, Zefeng Li*, Shenghou Wang, Jun Zhu.
  Commun Earth Environ (CEE), 5(22), 2024.

  [paper][code]

• SeisCLIP: A seismology foundation model pre-trained by multimodal data for multipurpose seismic feature extraction.
  Xu Si, Xinming Wu*, Hanlin Sheng, Jun Zhu, Zefeng Li.
  IEEE TGRS, 62, 2024.

  [paper][code]

• Fast Global Self-Attention for Seismic Image Fault Identification.
  Shenghou Wang, Xu Si*, Zhongxian Cai, Leiming Sun, Wei Wang, Zirun Jiang
  IEEE TGRS, 62, 2024.

  [paper]

• FlexLogNet: A flexible deep learning-based well-log completion method of adaptively using what you have to predict what you are missing.
  Chuanli Dai, Xu Si, Xinming Wu*.
  Computers & Geosciences, 191, 2024.

  [paper]

• Filling borehole image gaps with partial convolution neural network.
  Lei Jiang, Xu Si, Xinming Wu*.
  Geophysics, 89(2), 2024.

  [paper]

• Comparative analysis of TPA‐LSTM and transformer models for forecasting GEO radiation belt electron fluxes.
  Mengli Tan, Xu Si, Shangchun Teng, Xinming Wu*, Xin Tao*.
  Space Weather, 22(11), 2024.

  [paper]

• Completing any borehole images.
  Zhiguo Yang, Xinming Wu*, Xu Pang, Hanlin Sheng, Xu Si, Guangyu Wang, Liu Yang, Chaofeng Wang
  IEEE TGRS, 62, 2024.

  [paper]

Before 2023

• Sensing prior constraints in deep neural networks for solving exploration geophysical problems.
  Xinming Wu, jianwei Ma*, Xu Si, Zhengfa Bi, Jiarun Yang, Hui Gao, Dongzi Xie, Zhixiang Guo, Jie Zhang*.
  Proceedings of the National Academy of Sciences (PNAS), 120(23), 2023.

  [paper]

• A three-dimensional geological structure modeling framework and its application in machine learning.
  Shenghou Wang, Zhongxian Cai*, Xu Si, Yatong Cui
  Mathematical Geosciences, 2023.

  [paper][code]

• Structural Augmentation in Seismic Data for Fault Prediction.
  Shenghou Wang, Xu Si*, Zhongxian Cai, Yatong Cui
  Applied Sciences, 2022.

  [paper][code]

• Ground roll attenuation using generative adversarial networks.
  Yijun Yuan*, Xu Si, Yue Zheng.
  Geophysics , 2020.

  [paper]

• Attenuation of random noise using denoising convolutional neural networks.
  Xu Si, Yijun Yuan*, Tinghua Si, Shiwen Gao.
  Interpretation, 2019.

  [paper]

Honors & Awards