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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
Lukas Muttenthaler, Jonas Dippel, Lorenz Linhardt, Robert A. Vandermeulen, Simon Kornblith
Human alignment of neural network representations
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
Pattarawat Chormai, Jan Herrmann, Klaus-Robert Müller, Gregoire Montavon
Disentangled Explanations of Neural Network Predictions by Finding Relevant Subspaces
Stefan Blücher, Klaus-Robert Müller, Stefan Chmiela
Reconstructing Kernel-based Machine Learning Force Fields with Super-linear Convergence
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
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
Ahmet Kerem Aksoy, Mahdyar Ravanbakhsh, Prof. Dr. Demir Begüm
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification
Wojciech Samek, Leila Arras, Ahmed Osman, Grégoire Montavon, Klaus-Robert Müller
Explaining the Decisions of Convolutional and Recurrent Neural Networks. Mathematical Aspects of Deep Learning.
Thomas Schnake, Oliver Eberle, Jonas Lederer, Shinichi Nakajima, Kristof T. Schütt, Klaus-Robert Müller, Gregoire Montavon