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cs.LG2024
CoLa-DCE -- Concept-guided Latent Diffusion Counterfactual Explanations
Franz Motzkus, Christian Hellert, Ute Schmid
Recent advancements in generative AI have introduced novel prospects and practical implementations. Especially diffusion models show their strength in generating diverse and, at th…
cs.CV2024
Locally Testing Model Detections for Semantic Global Concepts
Franz Motzkus, Georgii Mikriukov, Christian Hellert +1
Ensuring the quality of black-box Deep Neural Networks (DNNs) has become ever more significant, especially in safety-critical domains such as automated driving. While global concep…