112 citations
- Technical University of MunichDE41 papers
- Blekinge Institute of TechnologySE26 papers
- Ludwig-Maximilians-Universität MünchenDE7 papers
- Siemens (Germany)DE7 papers
- Munich University of Applied SciencesDE4 papers
- Universidade Federal da ParaíbaBR4 papers
- Universität HamburgDE4 papers
- VerimagFR4 papers
- LMU KlinikumDE3 papers
- Microsoft Research (United Kingdom)GB3 papers
- Microsoft (United States)US3 papers
- University of StuttgartDE3 papers
Showing 2018 · cs.LGShow all
3 papers · 2 filters
cs.LG2018★ 2 cited
nn-dependability-kit: Engineering Neural Networks for Safety-Critical Autonomous Driving Systems
Chih-Hong Cheng, Chung-Hao Huang, Georg Nührenberg
Can engineering neural networks be approached in a disciplined way similar to how engineers build software for civil aircraft? We present nn-dependability-kit, an open-source toolb…
cs.LG2018★ 7 cited
Runtime Monitoring Neuron Activation Patterns
Chih-Hong Cheng, Georg Nührenberg, Hirotoshi Yasuoka
For using neural networks in safety critical domains, it is important to know if a decision made by a neural network is supported by prior similarities in training. We propose runt…
cs.LG2018★ 4 cited
Towards Dependability Metrics for Neural Networks
Chih-Hong Cheng, Georg Nührenberg, Chung-Hao Huang +2
Artificial neural networks (NN) are instrumental in realizing highly-automated driving functionality. An overarching challenge is to identify best safety engineering practices for…