Title
nn-dependability-kit: Engineering Neural Networks for Safety-Critical Systems.
Abstract
nn-dependability-kit is an open-source toolbox to support safety engineering of neural networks. The key functionality of nn-dependability-kit includes (a) novel dependability metrics for indicating sufficient elimination of uncertainties in the product life cycle, (b) formal reasoning engine for ensuring that the generalization does not lead to undesired behaviors, and (c) runtime monitoring for reasoning whether a decision of a neural network in operation time is supported by prior similarities in the training data.
Year
Venue
DocType
2018
arXiv: Learning
Journal
Volume
Citations 
PageRank 
abs/1811.06746
2
0.35
References 
Authors
21
3
Name
Order
Citations
PageRank
Chih-Hong Cheng113417.63
Chung-Hao Huang2857.55
Georg Nührenberg330.69