深度学习,不确定性量化,偏微分方程数值解
2019.7至2021.8,北京大学北京国际数学研究中心,博士后
2021.8至今,同济大学数学科学学院,助理教授
Qi Sun, Yunzhe Tao and Qiang Du, Stochastic training of residual networks in deep learning, Mathematica Numerica Sinica, 2020, 42(3) : 349-369.
Qi Sun and Qiang Du, A distributed optimal control problem with averaged stochastic gradient descent, Communication in Computational Physics, 2020, 27(3), 753-774.
Hong Liang, Qi Sun and Qiang Du, Data-driven compressive sensing and applications in uncertainty quantification, Journal of Computational Physics, 2018, 374, 787-802.