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Li, Yuqing ( 李雨晴 ) 
Title: Lectuer
Department: Applied Mathematics
Office: Room 328, Math Building
Telephone: 54342646-328
Email: liyq@math.ecnu.edu.cn
Homepage2: https://faculty.ecnu.edu.cn/_s42/lyq2_26671/main.psp
Research Interest
Computational Mathematics; Deep Learning
Resume
Selected Publications
Recent Publications(From MathSciNet)
MR4922061 Reviewed Zhou, Zhangchen; Zhou, Hanxu; Li, Yuqing; Xu, Zhi-Qin John Understanding the initial condensation of convolutional neural networks. CSIAM Trans. Appl. Math. 6 (2025), no. 2, 272–319. 68T07 (62G05 90C26 90C90)
Publication Year 2025 Indexed 2025-08-15 Review Published2025-08-20
MR4788406 Indexed Chen, Zheng-An; Li, Yuqing; Luo, Tao; Zhou, Zhangchen; Xu, Zhi-Qin John Phase diagram of initial condensation for two-layer neural networks. CSIAM Trans. Appl. Math. 5 (2024), no. 3, 448–514. 68T07 (34A45 62H30 90C26)
Publication Year 2024 Indexed 2024-10-18
MR4716374 Reviewed Zhang, Yaoyu; Li, Yuqing; Zhang, Zhongwang; Luo, Tao; Xu, Zhi-Qin John Embedding principle: a hierarchical structure of loss landscape of deep neural networks. J. Mach. Learn. 1 (2022), no. 1, 60–113. 68T07
Publication Year 2022 Indexed 2024-05-13 Review Published2024-05-20
MR4507834 Indexed Li, Yuqing; Luo, Tao; Yip, Nung Kwan Towards an understanding of residual networks using neural tangent hierarchy (NTH). CSIAM Trans. Appl. Math. 3 (2022), no. 4, 692–760. 90C26 (34A45 68T07)
Publication Year 2022 Indexed 2023-01-25
MR4438042 Reviewed Li, Yuqing; Luo, Tao; Ma, Chao Nonlinear weighted directed acyclic graph and a priori estimates for neural networks. SIAM J. Math. Data Sci. 4 (2022), no. 2, 694–720. 41A46 (05C62 41A63 62J02 68T07)
Publication Year 2022 Indexed 2022-08-09 Review Published2023-04-18

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