Dr Ronal Singh
Research Fellow
School of Electrical Engineering and Computer Science

Journal Articles
Blom, Michelle, Singh, Ronal, Miller, Tim, Sonenberg, Liz, Trentelman, Kerry, Saulwick, Adam and Wark, Steven (2025). Improving tactical decision-making through multiobjective contrastive explanations. IEEE Transactions on Human-Machine Systems, 55 (5), 855-864. doi: 10.1109/thms.2025.3591163
Singh, Ronal, Miller, Tim, Sonenberg, Liz, Velloso, Eduardo, Vetere, Frank and Howe, Piers (2025). An actionability assessment tool for enhancing algorithmic recourse in explainable AI. IEEE Transactions on Human-Machine Systems, 55 (4), 519-528. doi: 10.1109/thms.2025.3582285
Singh, Ronal, Miller, Tim, Lyons, Henrietta, Sonenberg, Liz, Velloso, Eduardo, Vetere, Frank, Howe, Piers and Dourish, Paul (2023). Directive explanations for actionable explainability in machine learning applications. ACM Transactions on Interactive Intelligent Systems, 13 (4) 23, 1-26. doi: 10.1145/3579363
Singh, Ronal, Miller, Tim, Newn, Joshua, Velloso, Eduardo, Vetere, Frank and Sonenberg, Liz (2020). Combining gaze and AI planning for online human intention recognition. Artificial Intelligence, 284 103275, 1-16. doi: 10.1016/j.artint.2020.103275
Conference Paper
Le, Thao, Miller, Tim, Sonenberg, Liz and Singh, Ronal (2024). Towards the New XAI: A Hypothesis-Driven Approach to Decision Support Using Evidence. 27th European Conference on Artificial Intelligence, Santiago de Compostela, Spain, 19–24 October 2024. Amsterdam, Netherlands: IOS Press. doi: 10.3233/faia240571