59 citations · 184 across the 23 of their papers we have counts for
Showing 2019 · cs.AIShow all
2 papers · 2 filters
cs.AI2019★ 10 cited
The Twin-System Approach as One Generic Solution for XAI: An Overview of ANN-CBR Twins for Explaining Deep Learning
Mark T. Keane, Eoin M. Kenny
The notion of twin systems is proposed to address the eXplainable AI (XAI) problem, where an uninterpretable black-box system is mapped to a white-box 'twin' that is more interpret…
cs.AI2019★ 59 cited
How Case Based Reasoning Explained Neural Networks: An XAI Survey of Post-Hoc Explanation-by-Example in ANN-CBR Twins
Mark T Keane, Eoin M Kenny
This paper surveys an approach to the XAI problem, using post-hoc explanation by example, that hinges on twinning Artificial Neural Networks (ANNs) with Case-Based Reasoning (CBR)…