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Devis Tuia, Konrad Schindler, Begüm Demir, Gustau Camps-Valls, Xiao Xiang Zhu, Mrinalini Kochupillai, Sašo Džeroski, Jan N. van Rijn, Holger H. Hoos, Fabio Del Frate et al.

Artificial intelligence to advance Earth observation: a perspective

May 15 , 2023
https://arxiv.org/abs/2305.08413

Lukas Muttenthaler, Jonas Dippel, Lorenz Linhardt, Robert A. Vandermeulen, Simon Kornblith

Human alignment of neural network representations

2023
https://arxiv.org/abs/2211.01201

Philipp Keyl, Philip Bischoff, Gabriel Dernbach, Michael Bockmayr, Rebecca Fritz, David Horst, Nils Blüthgen, Gregoire Montavon, Klaus-Robert Müller, Frederick Klauschen et al.

Single-cell gene regulatory network prediction by explainable AI

2023
https://academic.oup.com/nar/article/51/4/e20/6984592

Pattarawat Chormai, Jan Herrmann, Klaus-Robert Müller, Gregoire Montavon

Disentangled Explanations of Neural Network Predictions by Finding Relevant Subspaces

December 30 , 2022
https://arxiv.org/abs/2212.14855

Kristof T. Schütt, Stefaan S.P. Hessmann, Niklas W.A. Gebauer, Jonas Lederer, Michael Gastegger

SchNetPack 2.0: A neural network toolbox for atomistic machine learning

December 11 , 2022
https://arxiv.org/abs/2212.05517

Alexander Binder, Leander Weber, Sebastian Lapuschkin, Gregoire Montavon, Klaus-Robert Müller, Wojciech Samek

Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations of Deep Neural Network Explanations

November 22 , 2022
https://arxiv.org/abs/2211.12486

Thomas Schnake, Oliver Eberle, Jonas Lederer, Shinichi Nakajima, Kristof T. Schütt, Klaus-Robert Müller, Gregoire Montavon

Higher-Order Explanations of Graph Neural Networks via Relevant Walks

November 01 , 2022
https://ieeexplore.ieee.org/abstract/document/9547794