Publications

Can Community Notes Replace Professional Fact-Checkers?

Published in Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL'25), 2025

Recommended citation: Nadav Borenstein*, Greta Warren*, Desmond Elliott, and Isabelle Augenstein. Can community notes replace professional fact-checkers? In Wanxiang Che, Joyce Nabende, Ekaterina Shutova, and Mohammad Taher Pilehvar, editors, Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 535–552, Vienna, Austria, July 2025. Association for Computational Linguistics. doi:10.18653/v1/2025.acl-short.42 https://aclanthology.org/2025.acl-short.42/

Show Me the Work: Fact-Checkers’ Requirements for Explainable Automated Fact-Checking

Published in Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems, CHI ’25, 2025

Recommended citation: Greta Warren, Irina Shklovski, and Isabelle Augenstein. Show me the work: Fact-checkers’ requirements for explainable automated fact-checking. In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems, CHI ’25, New York, NY, USA, 2025. Association for Computing Machinery. doi:10.1145/3706598.3713277 https://dl.acm.org/doi/full/10.1145/3706598.3713277

Categorical and Continuous Features in Counterfactual Explanations of AI Systems (Extended Paper)

Published in ACM Transactions on Interactive Intelligent Systems (Special Issue on IUI'23 Highlights), 2024

Recommended citation: Recommended citation: Greta Warren, Ruth M. J. Byrne, and Mark T. Keane. Categorical and continuous features in counterfactual explanations of AI systems. ACM Trans. Interact. Intell. Syst., 14(4), December 2024. doi:10.1145/3673907 https://dl.acm.org/doi/full/10.1145/3673907

Explaining Multiple Instances Counterfactually: User Tests of Group-Counterfactuals for XAI

Published in International Conference on Case-Based Reasoning (ICCBR'24), 2024

Recommended citation: Greta Warren, Eoin Delaney, Christophe Gu ́eret, and Mark T. Keane. Explaining multiple instances counterfactually: User tests of group-counterfactuals for XAI. In Juan A. Recio-Garcia, Mauricio G. Orozco-del Castillo, and Derek Bridge, editors, Case-Based Reasoning Research and Development, pages 206–222, Cham, 2024. Springer Nature Switzerland. doi:10.1007/978-3-031-63646-2_14 https://link.springer.com/chapter/10.1007/978-3-031-63646-2_14

Categorical and continuous features in counterfactual explanations of AI systems

Published in Proceedings of the 28th International Conference on Intelligent User Interfaces, 2023

Recommended citation: Greta Warren, Ruth M. J. Byrne, and Mark T. Keane. 2023. Categorical and Continuous Features in Counterfactual Explanations of AI Systems. In Proceedings of the 28th International Conference on Intelligent User Interfaces (IUI '23). Association for Computing Machinery, New York, NY, USA, 171–187. https://doi.org/10.1145/3581641.3584090

Better Counterfactuals, Ones People Can Understand: Psychologically-Plausible Case-Based Counterfactuals Using Categorical Features for Explainable AI (XAI).

Published in Proceedings of 30th International Conference on Case-Based Reasoning, 2022

Recommended citation: Greta Warren, Barry Smyth, and Mark T. Keane. 2022. Better Counterfactuals, Ones People Can Understand: Psychologically-Plausible Case-Based Counterfactuals Using Categorical Features for Explainable AI (XAI). In Case-Based Reasoning Research and Development: 30th International Conference, ICCBR 2022, Nancy, France, September 12–15, 2022, Proceedings. Springer-Verlag, Berlin, Heidelberg, 63–78. https://doi.org/10.1007/978-3-031-14923-8_5

Features of Explainability: How Users Understand Counterfactual and Causal Explanations for Categorical and Continuous Features in XAI

Published in IJCAI-ECAI '22 Workshop: Cognitive Aspects of Knowledge Representation, 2022

Recommended citation: Greta Warren, Ruth M. J. Byrne, and Mark T. Keane. 2022. Features of Explainability: How Users Understand Counterfactual and Causal Explanations for Categorical and Continuous Features in XAI. IJCAI-ECAI '22 Workshop: Cognitive Aspects of Knowledge Representation (CAKR'22), July 23–29, 2022, Vienna, Austria. https://ceur-ws.org/Vol-3251/paper1.pdf

Explanation in Human Thinking

Published in Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, 2021

Recommended citation: Jörg Cassens, Lorenz Habenicht, Julian Blohm, Rebekah Wegener, Joanna Korman, Sangeet Khemlani, Giorgio Gronchi, Ruth M. J. Byrne, Greta Warren, Molly S. Quinn, Mark T. Keane. 2021. Explanation in Human Thinking [Symposium]. Proceedings of the 43rd Annual Meeting of the Cognitive Science Society. https://escholarship.org/content/qt9k6291nk/qt9k6291nk.pdf