Linking Application Description with Efficient SIMD Code Generation for Low-Precision Signed-Integer GEMM. - Günther Schindler; Manfred Mücke; Holger Fröning (Euro-Par Workshops, 2017)

Resource Efficient Deep Eigenvector Beamforming. - Matthias Zöhrer; Lukas Pfeifenberger; Günther Schindler; Holger Fröning; Franz Pemkopf (ICASSP, 2018)

Towards Efficient Forward Propagation on Resource-Constrained Systems. - Günther Schindler; Matthias Zöhrer; Franz Pernkopf; Holger Fröning (ECML/PKDD (1), 2018)

Efficient and Robust Machine Learning for Real-World Systems. - Franz Pernkopf; Wolfgang Roth; Matthias Zöhrer; Lukas Pfeifenberger; Günther Schindler; Holger Fröning; Sebastian Tschiatschek; Robert Peharz; Matthew Mattina; Zoubin Ghahramani (CoRR, 2018)

Training Discrete-Valued Neural Networks with Sign Activations Using Weight Distributions. - Wolfgang Roth; Günther Schindler; Holger Fröning; Franz Pernkopf (ECML/PKDD (2), 2019)

Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled Densenets. - Markus Huber; Günther Schindler; Christian Schörkhuber; Wolfgang Roth; Franz Pernkopf; Holger Fröning (ICASSP, 2020)

On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks. - Wolfgang Roth; Franz Pernkopf; Günther Schindler; Holger Fröning (ICPR, 2020)

Parameterized Structured Pruning for Deep Neural Networks. - Günther Schindler; Wolfgang Roth; Franz Pernkopf; Holger Fröning (LOD (2), 2020)

On the Difficulty of Designing Processor Arrays for Deep Neural Networks. - Kevin Stehle; Günther Schindler; Holger Fröning (IoT Streams/ITEM@PKDD/ECML, 2020)

Resource-Efficient Neural Networks for Embedded Systems. - Wolfgang Roth; Günther Schindler; Matthias Zöhrer; Lukas Pfeifenberger; Robert Peharz; Sebastian Tschiatschek; Holger Fröning; Franz Pernkopf; Zoubin Ghahramani (CoRR, 2020)

Resource-Efficient Speech Mask Estimation for Multi-Channel Speech Enhancement. - Lukas Pfeifenberger; Matthias Zöhrer; Günther Schindler; Wolfgang Roth; Holger Fröning; Franz Pernkopf (CoRR, 2020)

Compressing and Mapping Deep Neural Networks on Edge Computing Systems. - Günther Schindler (2021)

Resource-Efficient Neural Networks for Embedded Systems. - Wolfgang Roth; Günther Schindler; Bernhard Klein; Robert Peharz; Sebastian Tschiatschek; Holger Fröning; Franz Pernkopf; Zoubin Ghahramani (J. Mach. Learn. Res., 2024)