<> "The repository administrator has not yet configured an RDF license."^^ . <> . . "Robustness and Domain Generalization"^^ . "The robustness task asks to find a predictive model that remains accurate not only under known conditions but also when encountering completely novel situations, often referred to as distribution shift. Domain Generalization (DG) represents a specific case of robustness, wherein access to distinct environments is provided during the training phase. In this thesis, we contribute to the robustness task in four important ways. We propose two distinct frameworks in the context of DG designed to attain robustness. One is rooted in the fundamental principle of independent causal mechanisms, seeking invariances that persist across various environments. The second approach leverages contextual information about the origins of the data to improve robustness via permutation-invariant neural networks. Additionally, we define and implement a classifier’s competence region as the region where the classifier is deemed competent and trustworthy. This approach enables us to increase the classifier’s accuracy by rejecting samples lying outside its competence region, even in the presence of a distribution shift. Lastly, we theoretically analyze three crucial types of invariances, showing their prospects of success or failure in the robustness task under various distribution shifts. This comprehensive analysis provides a broad and insightful perspective on the topics of robustness and invariances."^^ . "2024" . . . . . . . "Jens"^^ . "Müller"^^ . "Jens Müller"^^ . . . . . . "Robustness and Domain Generalization (PDF)"^^ . . . "PhD_Thesis_submission.pdf"^^ . . . "Robustness and Domain Generalization (Other)"^^ . . . . . . "indexcodes.txt"^^ . . . "Robustness and Domain Generalization (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "Robustness and Domain Generalization (Other)"^^ . . . . . . "preview.jpg"^^ . . . "Robustness and Domain Generalization (Other)"^^ . . . . . . "medium.jpg"^^ . . . "Robustness and Domain Generalization (Other)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #34762 \n\nRobustness and Domain Generalization\n\n" . "text/html" . . . "004 Informatik"@de . "004 Data processing Computer science"@en . .