1 code implementation • 13 Aug 2018 • Maximilian Alber, Sebastian Lapuschkin, Philipp Seegerer, Miriam Hägele, Kristof T. Schütt, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller, Sven Dähne, Pieter-Jan Kindermans
The presented library iNNvestigate addresses this by providing a common interface and out-of-the- box implementation for many analysis methods, including the reference implementation for PatternNet and PatternAttribution as well as for LRP-methods.
1 code implementation • ICLR 2018 • Pieter-Jan Kindermans, Sara Hooker, Julius Adebayo, Maximilian Alber, Kristof T. Schütt, Sven Dähne, Dumitru Erhan, Been Kim
Saliency methods aim to explain the predictions of deep neural networks.
3 code implementations • ICLR 2018 • Pieter-Jan Kindermans, Kristof T. Schütt, Maximilian Alber, Klaus-Robert Müller, Dumitru Erhan, Been Kim, Sven Dähne
We show that these methods do not produce the theoretically correct explanation for a linear model.
no code implementations • 22 Nov 2016 • Pieter-Jan Kindermans, Kristof Schütt, Klaus-Robert Müller, Sven Dähne
Understanding neural networks is becoming increasingly important.