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Institute for Machine Learning
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Bernhard Schäfl, MSc

Research Topics

  • Deep Learning and Neural Networks
  • Hopfield Networks
  • Attention Mechanisms
  • Transformers
  • Multiple Instance Learning

Selected Publications

  • 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 (2020). Hopfield Networks is All You Need. arXiv preprint arXiv:2008.02217 [PDF, opens an external URL in a new window]
  • Michael Widrich, Bernhard Schäfl, Hubert Ramsauer, Milena Pavlović, Lukas Gruber, Markus Holzleitner, Johannes Brandstetter, Geir Kjetil Sandve, Victor Greiff, Sepp Hochreiter, Günter Klambauer (2020). Modern Hopfield Networks and Attention for Immune Repertoire Classification. Accepted at 2020 on Conference on Advances in Neural Information Processing Systems. [PDF], opens an external URL in a new window
  • Hubert Ramsauer, Johannes Brandstetter, Michael Gillhofer, Bernhard Schäfl, Sepp Hochreiter (2019). A GAN based solver idea for derivative-free optimization problems. NeurIPS 2019 Workshop: Science meets Engineering of Deep Learning
  • Michael Gillhofer, Hubert Ramsauer, Johannes Brandstetter, Bernhard Schäfl, Sepp Hochreiter (2019). A GAN based solver of black-box inverse problems. NeurIPS 2019 Workshop: Solving inverse problems with deep networks

Teaching

  • 2020: Exercises in Hands-on AI I, Lecturer, JKU Linz
  • 2020: Exercises in Programming in Python I, Co-Lecturer, JKU Linz
  • 2020: Exercises in Sequence Analysis and Phylogenetics, Lecturer, JKU Linz
  • 2020: Exercises in Deep Learning and Neural Nets II, Co-Lecturer, JKU Linz
  • 2020: Lecture in Hands-on AI II, Co-Lecturer, JKU Linz
  • 2020: Lecture in Programming in Python II, Co-Lecturer, JKU Linz
  • 2020: Project Practical, Co-Lecturer, JKU Linz
  • 2019: Lecture in Hands-on AI I, Co-Lecturer, JKU Linz
  • 2019: Lecture in Programming in Python I, Co-Lecturer, JKU Linz
  • 2019: Lecture in Sequence Analysis and Phylogenetics, Co-Lecturer, JKU Linz
  • 2019: Exercises in Sequence Analysis and Phylogenetics, Lecturer, JKU Linz
  • 2019: Lecture in Machine Learning: Unsupervised Techniques, Co-Lecturer, JKU Linz
  • 2019: Special Topics on Bioinformatics, Co-Lecturer, JKU Linz
  • 2018: Exercises in Sequence Analysis and Phylogenetics, Lecturer, JKU Linz
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Johannes Kepler University Linz

Altenberger Straße 69

4040 Linz, Austria

Telephone +43 732 2468 0
Fax +43 732 2468 4929
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