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Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization

Dec 18, 2020
David Peter, Wolfgang Roth, Franz Pernkopf


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Quantized Neural Networks for Radar Interference Mitigation

Dec 01, 2020
Johanna Rock, Wolfgang Roth, Paul Meissner, Franz Pernkopf

* ITEM Workshop at ECML-PKDD 2020 

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On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks

Oct 22, 2020
Wolfgang Roth, GĂŒnther Schindler, Holger Fröning, Franz Pernkopf

* Accepted at ICPR 2020 

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Differentiable TAN Structure Learning for Bayesian Network Classifiers

Aug 21, 2020
Wolfgang Roth, Franz Pernkopf

* Accepted at PGM 2020 

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Resource-Efficient Speech Mask Estimation for Multi-Channel Speech Enhancement

Jul 22, 2020
Lukas Pfeifenberger, Matthias Zöhrer, GĂŒnther Schindler, Wolfgang Roth, Holger Fröning, Franz Pernkopf


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Resource-Efficient Neural Networks for Embedded Systems

Jan 07, 2020
Wolfgang Roth, GĂŒnther Schindler, Matthias Zöhrer, Lukas Pfeifenberger, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf, Zoubin Ghahramani

* arXiv admin note: text overlap with arXiv:1812.02240 

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Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning (Full Version)

Jul 10, 2019
Bernhard K. Aichernig, Roderick Bloem, Masoud Ebrahimi, Martin Horn, Franz Pernkopf, Wolfgang Roth, Astrid Rupp, Martin Tappler, Markus Tranninger

* This is an extended version of the conference paper "Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning" accepted for presentation at IFIP-ICTSS 2019, the 31st International Conference on Testing Software and Systems in Paris, France 

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Parameterized Structured Pruning for Deep Neural Networks

Jun 12, 2019
Guenther Schindler, Wolfgang Roth, Franz Pernkopf, Holger Froening


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Efficient and Robust Machine Learning for Real-World Systems

Dec 05, 2018
Franz Pernkopf, Wolfgang Roth, Matthias Zoehrer, Lukas Pfeifenberger, Guenther Schindler, Holger Froening, Sebastian Tschiatschek, Robert Peharz, Matthew Mattina, Zoubin Ghahramani


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