Robert Bosch GmbH

To achieve good generalization of deep learning (DL) models, a sufficient amount of training data is needed. Bosch IoC Lab aims to investigate methods that allow synthesizing data points that are almost indistinguishable from real data.

The goal is to understand the failure modes of machine learning models, improve their robustness against data distribution shifts and detect novel concepts that are beyond their cognitive capabilities.