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Cross-Domain Few-Shot Learning by Representation Fusion


Oct 13, 2020
Thomas Adler, Johannes Brandstetter, Michael Widrich, Andreas Mayr, David Kreil, Michael Kopp, Günter Klambauer, Sepp Hochreiter

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Modern Hopfield Networks and Attention for Immune Repertoire Classification


Jul 16, 2020
Michael Widrich, Bernhard Schäfl, Hubert Ramsauer, Milena Pavlović, Lukas Gruber, Markus Holzleitner, Johannes Brandstetter, Geir Kjetil Sandve, Victor Greiff, Sepp Hochreiter, Günter Klambauer

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* 10 pages (+appendix); Source code and datasets: https://github.com/ml-jku/DeepRC 

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Hopfield Networks is All You Need


Jul 16, 2020
Hubert Ramsauer, Bernhard Schäfl, Johannes Lehner, Philipp Seidl, Michael Widrich, Lukas Gruber, Markus Holzleitner, Milena Pavlović, Geir Kjetil Sandve, Victor Greiff, David Kreil, Michael Kopp, Günter Klambauer, Johannes Brandstetter, Sepp Hochreiter

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* 10 pages (+ appendix); 9 figures; Companion paper with "Modern Hopfield Networks and Attention for Immune Repertoire Classification"; GitHub: https://github.com/ml-jku/hopfield-layers 

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Large-scale ligand-based virtual screening for SARS-CoV-2 inhibitors using deep neural networks


Apr 03, 2020
Markus Hofmarcher, Andreas Mayr, Elisabeth Rumetshofer, Peter Ruch, Philipp Renz, Johannes Schimunek, Philipp Seidl, Andreu Vall, Michael Widrich, Sepp Hochreiter, Günter Klambauer

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* Additional results added. Various corrections to formulations and typos 

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Explaining and Interpreting LSTMs


Sep 25, 2019
Leila Arras, Jose A. Arjona-Medina, Michael Widrich, Grégoire Montavon, Michael Gillhofer, Klaus-Robert Müller, Sepp Hochreiter, Wojciech Samek

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* 28 pages, 7 figures, book chapter, In: Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, LNCS volume 11700, Springer 2019. arXiv admin note: text overlap with arXiv:1806.07857 

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RUDDER: Return Decomposition for Delayed Rewards


Jun 20, 2018
Jose A. Arjona-Medina, Michael Gillhofer, Michael Widrich, Thomas Unterthiner, Sepp Hochreiter

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* 9 Pages plus appendix. For the code https://github.com/ml-jku/baselines-rudder. For videos https://goo.gl/EQerZV 

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