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From "Where" to "What": Towards Human-Understandable Explanations through Concept Relevance Propagation



Reduan Achtibat , Maximilian Dreyer , Ilona Eisenbraun , Sebastian Bosse , Thomas Wiegand , Wojciech Samek , Sebastian Lapuschkin

* 79 pages (40 pages manuscript, 10 pages references, 29 pages appendix) 51 figures (26 in manuscript, 25 in appendix) 1 table (in appendix) 

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FedAUXfdp: Differentially Private One-Shot Federated Distillation



Haley Hoech , Roman Rischke , Karsten Müller , Wojciech Samek


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Decentral and Incentivized Federated Learning Frameworks: A Systematic Literature Review



Leon Witt , Mathis Heyer , Kentaroh Toyoda , Wojciech Samek , Dan Li


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Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI



Sami Ede , Serop Baghdadlian , Leander Weber , An Nguyen , Dario Zanca , Wojciech Samek , Sebastian Lapuschkin

* 14 pages including appendix, 5 figures, 2 tables, 1 algorithm listing. v2 update increases figure readability, updates Fig 5 caption, adds our collaborators Dario and An as co-authors 

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Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning



Daniel Becking , Heiner Kirchhoffer , Gerhard Tech , Paul Haase , Karsten Müller , Heiko Schwarz , Wojciech Samek

* CVPR 2022 FedVision Workshop (CVPRW), 12 pages, 5 figures, 2 tables, supplementary material 

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Beyond Explaining: Opportunities and Challenges of XAI-Based Model Improvement



Leander Weber , Sebastian Lapuschkin , Alexander Binder , Wojciech Samek


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Quantus: An Explainable AI Toolkit for Responsible Evaluation of Neural Network Explanations



Anna Hedström , Leander Weber , Dilyara Bareeva , Franz Motzkus , Wojciech Samek , Sebastian Lapuschkin , Marina M. -C. Höhne

* 4 pages, 1 figure, 1 table 

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PatClArC: Using Pattern Concept Activation Vectors for Noise-Robust Model Debugging



Frederik Pahde , Leander Weber , Christopher J. Anders , Wojciech Samek , Sebastian Lapuschkin


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Toward Explainable AI for Regression Models



Simon Letzgus , Patrick Wagner , Jonas Lederer , Wojciech Samek , Klaus-Robert Müller , Gregoire Montavon

* 17 pages, 10 figures, preprint 

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