Artificial neural networks and pathologists recognize basal cell carcinomas based on different histological patterns
| Author(s): | Susanne Kimeswenger, Philipp Tschandl, Petar Noack, Markus Hofmarcher, Elisabeth Rumetshofer, Harald Kindermann, Rene Silye, Sepp Hochreiter, Martin Kaltenbrunner, Emmanuella Guenova, Günter Klambauer, Wolfram Hoetzenecker |
| Published: | Modern Pathology, 2020 dx.doi.org/10.1038/s41379-020-00712-7 |
Industry-scale application and evaluation of deep learning for drug target prediction
| Author(s): | Noé Sturm, Andreas Mayr, Thanh Le Van, Vladimir Chupakhin, Hugo Ceulemans, Joerg Wegner, Jose-Felipe Golib-Dzib, Nina Jeliazkova, Yves Vandriessche, Stanislav Böhm, Vojtech Cima, Jan Martinovic, Nigel Greene, Tom Vander Aa, Thomas J. Ashby, Sepp Hochreiter, Ola Engkvist, Günter Klambauer, Hongming Chen |
| Published: | J Cheminform 12, 26, 2020 https://doi.org/10.1186/s13321-020-00428-5 |
Machine learning–based prediction of transfusion
| Author(s): | Andreas Mitterecker, Axel Hofmann, Kevin Trentino, Adam Lloyd, Michael Leahy, Karin Schwarzbauer, Thomas Tschoellitsch, Carl Böck, Sepp Hochreiter, Jens Meier |
| Published: | Transfusion, 60:1977-1986, 2020 http://dx.doi.org/10.1111/trf.15935 |
What Role Does Hydrological Science Play in the Age of Machine Learning?
| Author(s): | Grey Nearing Frederik Kratzert, Alden Keefe Sampson, Craig S. Pelissier, Daniel Klotz, Jonathan M. Frame, Cristina Prieto, Hoshin V. Gupta |
| Published: | Water Resources Research, 2020 https://doi.org/10.1029/2020WR028091 |
On failure modes in molecule generation and optimization
| Author(s): | Philipp Renz, Dries Van Rompaey, Jörg Wegner, Sepp Hochreiter, Günter Klambauera |
| Published: | Drug Discovery Today, Vol. 32-33 (55-63), 2020 http://dx.doi.org/10.1016/j.ddtec.2020.09.003 |
A Deep Learning Architecture for Conservative Dynamical Systems: Application to Rainfall-Runoff Modeling
| Author(s): | Grey Nearing, Frederik Kratzert, Daniel Klotz, Pieter-Jan Hoedt, Günter Klambauer, Sepp Hochreiter, Hoshin Gupta, Sella Nevo, Yossi Matias |
| Published: | NeurIPS Workshop: AI for Earth Sciences, Conference Neural Information Processing Systems Foundation (NeurIPS 2020), December 2020 |
A Machine Learner’s Guide to Streamflow Prediction
| Author(s): | Martin Gauch, Daniel Klotz, Frederik Kratzert, Grey Nearing, Sepp Hochreiter, Jimmy Lin |
| Published: | NeurIPS Workshop: AI for Earth Sciences, Conference Neural Information Processing Systems Foundation (NeurIPS 2020), December 2020 |
Modern Hopfield Networks and Attention for Immune Repertoire Classification
| Author(s): | Michael Widrich, Bernhard Schäfl, Milena Pavlovic, Hubert Ramsauer, Lukas Gruber, Markus Holzleitner, Johannes Brandstetter, Geir Kjetil Sandve, Victor Greiff, Sepp Hochreiter, Günter Klambauer |
| Published: | Neural Information Processing Systems Foundation (NeurIPS 2020), December 2020 |
Examining the uncertainty estimation properties of LSTM based rainfall-runoff models
| Author(s): | Daniel Klotz, Frederik Kratzert, Martin Gauch, Alden Keefe Sampson, Sepp Hochreiter, Grey Stephen Nearing |
| Published: | AGU Fall Meeting 2020, 1-17 December, 2020 |
LSTM-Based Rainfall–Runoff Modeling at Arbitrary Time Scales
| Author(s): | Martin Gauch, Frederik Kratzert, Daniel Klotz, Grey Stephen Nearing, Jimmy Lin |
| Published: | AGU Fall Meeting 2020, 1-17 December, 2020 |
What is the role of hydrological science in the age of machine learning?
| Author(s): | Grey Stephen Nearing, Frederik Kratzert, Alden Keefe Sampson, Craig Pelissier, Daniel Klotz, Cristina Prieto, Jonathan M Frame, Hoshin Gupta |
| Published: | AGU Fall Meeting 2020, 1-17 December, 2020 |
Cost Optimization at Early Stages of Design Using Deep Reinforcement Learning
| Author(s): | Lorenzo Servadei, Jiapeng Zheng, Jose Arjona Medina, Michael Werner, Volkan Esen, Sepp Hochreiter, Wolfgang Ecker, Robert Wille |
| Published: | Workshop on Machine Learning for CAD (MLCAD), 2020 |
DeepRC: Immune repertoire classification with attention-based deep massive multiple instance learning bioRxiv.org
| Author(s): | Michael Widrich, Bernhard Schäfl, Milena Pavlovic, Geir Kjetil Sandve, Sepp Hochreiter, Victor Greiff, Günter Klambauer |
| Published: | bioRxiv, Cold Spring Harbor Laboratory, 2020 https://www.biorxiv.org/content/10.1101/2020.04.12.038158v1 |
Large-scale ligand-based virtual screening for SARS-CoV-2 inhibitors using deep neural networksarXiv.org
| Author(s): | Markus Hofmarcher, Andreas Mayr, Elisabeth Rumetshofer, Peter Ruch, Philipp Renz, Johannes Schimunek, Philipp Seidl, Andreu Vall, Michael Widrich, Sepp Hochreiter, Günter Klambauer |
| Published: | arXiv:2004.00979, 2020 https://arxiv.org/abs/2004.00979 |
Rainfall-Runoff Prediction at Multiple Timescales with a Single Long Short-Term Memory NetworkarXiv.org
| Author(s): | Martin Gauch, Frederik Kratzert, Daniel Klotz, Grey Nearing, Jimmy Lin, Sepp Hochreiter |
| Published: |
Cross-Domain Few-Shot Learning by Representation FusionarXiv.org
| Author(s): | Thomas Adler, Johannes Brandstetter, Michael Widrich, Andreas Mayr, David Kreil, Michael Kopp, Günter Klambauer, Sepp Hochreiter |
| Published: | arXiv:2010.06498, 2020 https://arxiv.org/abs/2010.06498 |
Uncertainty Estimation with Deep Learning for Rainfall-Runoff Modelling
| Author(s): | Daniel Klotz, Frederik Kratzert, Martin Gauch, Alden K. Sampson, Günter Klambauer, Sepp Hochreiter, Grey Nearing |
| Published: | EarthArXiv, 2020 https://eartharxiv.org/repository/view/1897/ |
Convergence Proof for Actor-Critic Methods Applied to PPO and RUDDER
| Author(s): | Markus Holzleitner,Lukas Gruber, Jose Arjona Medina, Johannes Brandstetter, Sepp Hochreiter |
| Published: | arXiv, 2020 https://arxiv.org/abs/2012.01399 |
Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution
| Author(s): | Vihang Patil, Markus Hofmarcher, Marius-Constantin Dinu, Matthias Dorfer, Patrick M. Blies, Johannes Brandstetter, Jose Arjona Medina,Sepp Hochreiter |
| Published: | arXiv, 2020 https://arxiv.org/abs/2009.14108 |
Hopfield Networks is All You Need
| Author(s): | Hubert Ramsauer,Bernhard Schäfl, Johannes Lehner, Philipp Seidl, Michael Widrich, Thomas Adler, Lukas Gruber, Markus Holzleitner, Milena Pavlovic, Geir Kjetil Sandve, Victor Greiff, David Kreil, Michael Kopp, Günter Klambauer, Johannes Brandstetter, Dr. Sepp Hochreiter |
| Published: | arXiv, 2020 https://arxiv.org/abs/2008.02217 |
Modern Hopfield Networks and Attention for Immune Repertoire Classification
| Author(s): | Michael Widrich, Bernhard Schäfl, Milena Pavlovic, Hubert Ramsauer, Lukas Gruber, Markus Holzleitner, Johannes Brandstetter, Geir Kjetil Sandve, Victor Greiff, Sepp Hochreiter, Günter Klambauer |
| Published: | arXiv, 2020 https://arxiv.org/abs/2007.13505 |