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09/08/2023
Have We Ever Encountered This Before? Retrieving Out-of-Distribution Road Obstacles from Driving Scenes
In the life cycle of highly automated systems operating in an open and d...
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04/28/2023
Evaluating the Stability of Semantic Concept Representations in CNNs for Robust Explainability
Analysis of how semantic concepts are represented within Convolutional N...
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03/25/2022
Concept Embedding Analysis: A Review
Deep neural networks (DNNs) have found their way into many applications ...
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01/03/2022
Enabling Verification of Deep Neural Networks in Perception Tasks Using Fuzzy Logic and Concept Embeddings
One major drawback of deep convolutional neural networks (CNNs) for use ...
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05/16/2021
Expressive Explanations of DNNs by Combining Concept Analysis with ILP
Explainable AI has emerged to be a key component for black-box machine l...
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05/15/2021
XAI Method Properties: A (Meta-)study
In the meantime, a wide variety of terminologies, motivations, approache...
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05/14/2021
