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Generating Plausible Counterfactual Explanations for Deep Transformers in Financial Text Classification

Oct 23, 2020
Linyi Yang, Eoin M. Kenny, Tin Lok James Ng, Yi Yang, Barry Smyth, Ruihai Dong

* Accepted by COLING-20 (Oral) 

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Play MNIST For Me! User Studies on the Effects of Post-Hoc, Example-Based Explanations & Error Rates on Debugging a Deep Learning, Black-Box Classifier

Sep 10, 2020
Courtney Ford, Eoin M. Kenny, Mark T. Keane

* IJCAI-20 Workshop on Explainable AI (XAI), September 2020 
* 2 Figures, 1 Table, 8 pages 

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On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning

Sep 10, 2020
Eoin M. Kenny, Mark T. Keane

* 4 figures, 9 pages 

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The Twin-System Approach as One Generic Solution for XAI: An Overview of ANN-CBR Twins for Explaining Deep Learning

May 20, 2019
Mark T. Keane, Eoin M. Kenny

* 5 pages 

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