15 citations · 17 across the 2 of their papers we have counts for
2 papers
cs.CC2019★ 2 cited
The Computational Complexity of Understanding Network Decisions
Stephan Wäldchen, Jan Macdonald, Sascha Hauch +1
For a Boolean function and an assignment to its variables we consider the problem of finding the subsets of the var…
cs.LG2019★ 15 cited
A Rate-Distortion Framework for Explaining Neural Network Decisions
Jan Macdonald, Stephan Wäldchen, Sascha Hauch +1
We formalise the widespread idea of interpreting neural network decisions as an explicit optimisation problem in a rate-distortion framework. A set of input features is deemed rele…