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Hansong Zhang
Ph.D. Student
Institute of Information Engineering
Chinese Academy of Sciences

About Me

I am a third-year PhD student at Institute of Information Enginering, Chinese Academy of Sciences in Beijing (2021-Present), advised by Prof. Shiming Ge. Before that, I got my Bachelor degree in School of Mathematics and Physics, North China Electric Power University (2017-2021), advised by Prof. Lei Wang.

My research interests include deep learning, computer vision and data-centric AI. Recently I am working on Learning from Crowds/Learning from multiple annotators and Dataset Distillation/Condensation.

News

  • Apr. 2024: One paper has been accepted by IJCAI-2024
  • Dec. 2023: Two papers have been accepted by AAAI-2024

Publications

DANCE: Dual-View Distribution Alignment for Dataset Condensation
Hansong Zhang, Shikun Li, Fanzhao Lin, Weiping Wang, Zhenxing Qian, Shiming Ge
Thirty-Third International Joint Conference on Artificial Intelligence (IJCAI) 2024
Conference
Paper Code Webpage


M3D: Dataset Condensation by Minimizing Maximum Mean Discrepancy
Hansong Zhang, Shikun Li, Pengju Wang, Dan Zeng, Shiming Ge
Thirty-Eighth Annual AAAI Conference on Artificial Intelligence (AAAI) 2024
Conference
Paper Code Webpage


Coupled Confusion Correction: Learning from Crowds with Sparse Annotations
Hansong Zhang, Shikun Li, Dan Zeng, Chenggang Yan, Shiming Ge
Thirty-Eighth Annual AAAI Conference on Artificial Intelligence (AAAI) 2024
Conference
Paper Code Webpage


Estimating Noise Transition Matrix with Label Correlations for Noisy Multi-Label Learning
Shikun Li, Xiaobo Xia, Hansong Zhang, Yibing Zhan, Shiming Ge, Tongliang Liu
Thirty-Sixth Conference on Neural Information Processing Systems (NeurIPS) 2022
Conference
Paper Code


Mechanisms of stationary converted waves and their complexes in the multi-component AB system
Hansong Zhang, Lei Wang, Wenrong Sun, Xin Wang, Tao Xu
Physica D: Nonlinear Phenomena, 2021
Journal
Paper


Transformed nonlinear waves, state transitions and modulation instability in a three-component AB model for the geophysical flows
Hansong Zhang, Lei Wang, Xin Wang, Xiyang Xie
Nonlinear Dynamics, 2020
Journal
Paper


Education

Ph.D. in Data Science & Computer Vision
Institute of Information Engineering
University of Chinese Academy of Sciences, China
Aug. 2021 - Present
B.Sc. in Information and Computational Science
School of Mathematics and Physics
North China Electric Power University, Beijing, China
Sep. 2017 - July 2021

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