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

