Eoin Delaney

If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques

Mark T. Keane, Eoin M. Kenny, B. Smyth, 2021, IJCAI.

Instance-Based Counterfactual Explanations for Time Series Classification

Mark T. Keane, Derek Greene, Eoin Delaney, 2020, ICCBR.

Explaining Groups of Instances Counterfactually for XAI: A Use Case, Algorithm and User Study for Group-Counterfactuals

Markt. Keane, Christophe Guéret, Greta Warren, 2023, ArXiv.

Counterfactual Explanations for Misclassified Images: How Human and Machine Explanations Differ

Markt. Keane, Derek Greene, Eoin Delaney, 2022, Artif. Intell..

Uncertainty Estimation and Out-of-Distribution Detection for Counterfactual Explanations: Pitfalls and Solutions pdf

Derek Greene, Eoin Delaney, Mark T. Keane, 2021, ArXiv.

Post-hoc Explanation Options for XAI in Deep Learning: The Insight Centre for Data Analytics Perspective

Mark T. Keane, Eoin M. Kenny, Derek Greene, 2020, ICPR Workshops.

Forecasting for Sustainable Dairy Produce: Enhanced Long-Term, Milk-Supply Forecasting Using k-NN for Data Augmentation, with Prefactual Explanations for XAI

Derek Greene, Markt. Keane, L. Shalloo, 2022, ICCBR.