Klein, Bernhard

4 publications

ECML-PKDD 2025 Variance-Aware Noisy Training: Hardening DNNs Against Unstable Analog Computations Xiao Wang, Hendrik Borras, Bernhard Klein, Holger Fröning

ICMLW 2024 Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Sophie Steger, Christian Knoll, Bernhard Klein, Holger Fröning, Franz Pernkopf

JMLR 2024 Resource-Efficient Neural Networks for Embedded Systems Wolfgang Roth, Günther Schindler, Bernhard Klein, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf, Zoubin Ghahramani

ECML-PKDD 2024 Walking Noise: On Layer-Specific Robustness of Neural Architectures Against Noisy Computations and Associated Characteristic Learning Dynamics Hendrik Borras, Bernhard Klein, Holger Fröning