4–7 mars 2024
Clermont-Ferrand
Fuseau horaire Europe/Paris

Lecture and Tutorial on Generative Anomaly Detection

5 mars 2024, 14:50
45m
Clermont-Ferrand

Clermont-Ferrand

Orateur

Gregor Kasieczka (Universität Hamburg)

Description

Recent progress in generative models allows the unsupervised learning and interpolation of high-dimensional distributions. This, for example, makes possible approaches for anomaly detection based on weak supervision by first interpolating into a region with potential signal present, and then training a classifier to find such a potential signal. This lecture and tutorial will introduce the necessary ingredients based on hands-on examples and discuss current challenges and progress.

Documents de présentation