Mini-Workshop: Mathematical Foundations of Robust and Generalizable Learning
Johannes Lederer
Ruhr-Universität Bochum, GermanyPo-Ling Loh
University of Cambridge, UKYuting Wei
University of Pennsylvania, Philadelphia, USAFan Yang
ETH Zürich, Switzerland
Abstract
Machine learning has become an highly active field of research, but its mathematical underpinnings are still hardly understood. This workshop identified key challenges, and it discussed potential solutions. Bringing together a diverse group of researchers, the workshop established different views on the topic based on notions from statistics, probability theory, and optimization.
Cite this article
Johannes Lederer, Po-Ling Loh, Yuting Wei, Fan Yang, Mini-Workshop: Mathematical Foundations of Robust and Generalizable Learning. Oberwolfach Rep. 19 (2022), no. 4, pp. 2659–2686
DOI 10.4171/OWR/2022/46