数学科学研究所
Insitute of Mathematical Science

Seminar: Function Spaces in Neural Networks: Theory and Applications

Seminar| Institute of Mathematical Sciences

Time: Friday, April 10th, 2026,10:00-11:00

LocationIMS, RS408

Speaker: Shuai Lu, Fudan University


Abstract: We investigate several norm spaces derived from neural network architectures, including (extended) Barron spaces, variation spaces, Radon-BV spaces, and spectral Barron spaces. This talk systematically explores the relationships among these spaces, develops new analytical tools across different frameworks, and examines their applications in partial differential equations, as well as in related inverse problems and regularization methods. 

地址:上海市浦东新区华夏中路393号
邮编:201210
上海市徐汇区岳阳路319号8号楼
200031(岳阳路校区)