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Expressive Explanations of DNNs by Combining Concept Analysis with ILP


May 16, 2021
Johannes Rabold, Gesina Schwalbe, Ute Schmid

* 14 pages, 4 figures; Camera-ready submission to KI2020; The final authenticated publication is available online at https://doi.org/10.1007/978-3-030-58285-2_11; code available at https://github.com/mc-lovin-mlem/concept-embeddings-and-ilp/tree/ki2020 

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XAI Method Properties: A (Meta-)study


May 15, 2021
Gesina Schwalbe, Bettina Finzel

* 37 pages, 2 figures, submitted to Data Mining and Knowledge Discovery 

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Verification of Size Invariance in DNN Activations using Concept Embeddings


May 14, 2021
Gesina Schwalbe

* 12 pages, 7 figures; Camera-ready version for AIAI2021 

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Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety


Apr 29, 2021
Sebastian Houben, Stephanie Abrecht, Maram Akila, Andreas Bär, Felix Brockherde, Patrick Feifel, Tim Fingscheidt, Sujan Sai Gannamaneni, Seyed Eghbal Ghobadi, Ahmed Hammam, Anselm Haselhoff, Felix Hauser, Christian Heinzemann, Marco Hoffmann, Nikhil Kapoor, Falk Kappel, Marvin Klingner, Jan Kronenberger, Fabian Küppers, Jonas Löhdefink, Michael Mlynarski, Michael Mock, Firas Mualla, Svetlana Pavlitskaya, Maximilian Poretschkin, Alexander Pohl, Varun Ravi-Kumar, Julia Rosenzweig, Matthias Rottmann, Stefan Rüping, Timo Sämann, Jan David Schneider, Elena Schulz, Gesina Schwalbe, Joachim Sicking, Toshika Srivastava, Serin Varghese, Michael Weber, Sebastian Wirkert, Tim Wirtz, Matthias Woehrle

* 94 pages 

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