董彬
董彬(研究生、博士生导师)
联系方式:
Email:dongbin@math.pku.edu.cn
电 话:010-62744091
个人主页:http://faculty.bicmr.pku.edu.cn/~dongbin/
工作经历:
2009.7-2011.7,加州大学圣迭戈分校,访问助理教授
2011,8-2014.12,亚利桑那大学,助理教授
2014.12-2018.7,北京大学,预聘副教授
2018.8-2023.1,北京大学,长聘副教授
2023.2-2023.12,北京大学,长聘教授
2024.1-今,北京大学,博雅特聘教授
教育经历:
1999.9-2003.7:北京大学,数学专业,学士
2003.8-2005.7:新加坡国立大学,数学专业,硕士
2005.8-2009.6:美国加州大学洛杉矶分校,数学专业,博士
研究领域:
机器学习、科学计算、计算成像
获得荣誉:
2014年 求是杰出青年学者奖
2022年 世界数学家大会(ICM)45分钟报告
2023年 新基石研究员项目
2023年 王选杰出青年学者奖
主要论文列表:
1.Xiang Huang, Zhanhong Ye, Hongsheng Liu, Beiji Shi, Zidong Wang, Kang Yang, Yang Li, Bingya Weng, Min Wang, Haotian Chu, Jing Zhou, Fan Yu, Bei Hua, Lei Chen, Bin Dong, Meta-Auto-Decoder for Solving Parametric Partial Differential Equations, NeurIPS 2022, 2.spotlight (arXiv:2111.08823).
3.Ziju Shen, Yufei Wang, Dufan Wu, Xu Yang and Bin Dong, Learning to Scan: A Deep Reinforcement Learning Approach for Personalized Scanning in CT Imaging, Inverse Problems and Imaging, 16(1), 179, 2022 (arXiv:2006.02420).
4.Zichao Long, Yiping Lu and Bin Dong, PDE-Net 2.0: Learning PDEs from Data with A Numeric-Symbolic Hybrid Deep Network, Journal of Computational Physics, 399, 108925, 2019.
5.Dinghuai Zhang, Tianyuan Zhang, Yiping Lu, Zhanxing Zhu, Bin Dong, You Only Propagate Once: Accelerating Adversarial Training Using Maximal Principle, NeurIPS 2019
6.Yiping Lu, Aoxiao Zhong, Quanzheng Li and Bin Dong, Beyond Finite Layer Neural Networks: Bridging Deep Architectures and Numerical Differential Equations, Thirty-fifth International Conference on Machine Learning (ICML), 2018.
7.Zichao Long, Yiping Lu, Xianzhong Ma and Bin Dong, PDE-Net: Learning PDEs from Data, Thirty-fifth International Conference on Machine Learning (ICML), 2018.
8.Bin Dong, Qingtang Jiang and Zuowei Shen, Image restoration: wavelet frame shrinkage, nonlinear evolution PDEs, and beyond, Multiscale Modeling and Simulation: A SIAM Interdisciplinary Journal, 15(1), 606–660, 2017.
9.Bin Dong, Sparse Representation on Graphs by Tight Wavelet Frames and Applications, Applied and Computational Harmonic Analysis, 42(3), 452C-479, 2017.
10.Jian-Feng Cai, Bin Dong and Zuowei Shen, Image restoration: A wavelet frame based model for piecewise smooth functions and beyond, Applied and Computational Harmonic Analysis, 41(1), 94–138, 2016.10.
11.Jian-Feng Cai, Bin Dong, Stanley Osher and Zuowei Shen, Image restoration: total variation; wavelet frames; and beyond, Journal of the American Mathematical Society, 25(4), 1033–1089, 2012.
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