Zoom (Please contact ddelreyfernandez@uwaterloo.ca for meeting link)
Speaker
Rima Alaifari, Assistant Professor, Department of Mathematics ETH ETH Zürich
Title
Aspects of stability and uniqueness in deep learning algorithms
Abstract
Deep learning algorithms are nowadays successfully used in different applications including image classification, medical imaging and the solution of PDEs. The first part of this talk will focus on stability aspects of deep neural networks by investigating vulnerability to adversarial attacks. The second part is devoted to operator learning in which we argue that it is favorable to consider a novel concept of neural operators by enforcing a continuous-discrete equivalence, linking operators between infinite-dimensional Hilbert spaces to its discrete realizations