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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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Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy



Christopher J. Anders , David Neumann , Wojciech Samek , Klaus-Robert Müller , Sebastian Lapuschkin

* 10 pages, 3 figures 

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Towards Robust Explanations for Deep Neural Networks



Ann-Kathrin Dombrowski , Christopher J. Anders , Klaus-Robert Müller , Pan Kessel


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Fairwashing Explanations with Off-Manifold Detergent



Christopher J. Anders , Plamen Pasliev , Ann-Kathrin Dombrowski , Klaus-Robert Müller , Pan Kessel

* 22 pages with 43 figures, to be published in ICML2020 

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On Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models



Kim A. Nicoli , Christopher J. Anders , Lena Funcke , Tobias Hartung , Karl Jansen , Pan Kessel , Shinichi Nakajima , Paolo Stornati

* 8 figures 

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Toward Interpretable Machine Learning: Transparent Deep Neural Networks and Beyond



Wojciech Samek , Grégoire Montavon , Sebastian Lapuschkin , Christopher J. Anders , Klaus-Robert Müller

* 24 pages, 18 figures 

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Analyzing ImageNet with Spectral Relevance Analysis: Towards ImageNet un-Hans'ed



Christopher J. Anders , Talmaj Marinč , David Neumann , Wojciech Samek , Klaus-Robert Müller , Sebastian Lapuschkin

* 16 pages, 14 figures 

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Explanations can be manipulated and geometry is to blame



Ann-Kathrin Dombrowski , Maximilian Alber , Christopher J. Anders , Marcel Ackermann , Klaus-Robert Müller , Pan Kessel


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