| 2022 | AIES | Counterfactual Explanations for Prediction and Diagnosis in XAI. | Xinyue Dai, Mark T. Keane, Laurence Shalloo, Elodie Ruelle, Ruth M. J. Byrne |
| 2022 | ICCBR | Forecasting for Sustainable Dairy Produce: Enhanced Long-Term, Milk-Supply Forecasting Using k-NN for Data Augmentation, with Prefactual Explanations for XAI. | Eoin Delaney, Derek Greene, Laurence Shalloo, Michael Lynch, Mark T. Keane |
| 2021 | ICCBR | Handling Climate Change Using Counterfactuals: Using Counterfactuals in Data Augmentation to Predict Crop Growth in an Uncertain Climate Future. | Mohammed Temraz, Eoin M. Kenny, Elodie Ruelle, Laurence Shalloo, Barry Smyth, Mark T. Keane |
| 2020 | IJCAI | Bayesian Case-Exclusion and Personalized Explanations for Sustainable Dairy Farming (Extended Abstract). | Eoin M. Kenny, Elodie Ruelle, Anne Geoghegan, Laurence Shalloo, Michel O'Leary, Michael O'Donovan, Mohammed Temraz, Mark T. Keane |
| 2019 | ICCBR | Predicting Grass Growth for Sustainable Dairy Farming: A CBR System Using Bayesian Case-Exclusion and Post-Hoc, Personalized Explanation-by-Example (XAI). | Eoin M. Kenny, Elodie Ruelle, Anne Geoghegan, Laurence Shalloo, Michel O'Leary, Michael O'Donovan, Mark T. Keane |
| 2016 | ICDM | Regression Techniques for Modelling Conception in Seasonally Calving Dairy Cows. | Caroline Fenlon, Luke O'Grady, Michael Doherty, Stephen Butler, Laurence Shalloo, John Dunnion |