XAI4SOC Results

Publications in Journals:

  • N. Gerbaudo-González, N. Condori-Fernández, A. Catalá, M. Gandoy-Crego, “AI-based emotion recognition in dementia through facial expression: A scoping review”, Ageing Research Reviews, 102975, 2026, https://doi.org/10.1016/j.arr.2025.102975
  • A. Vivel-Couso, N. Vila-Blanco, M.J. Carreira, A. Bugarin-Diz, I. Tomas, J.M. Alonso-Moral, “Trustworthy Data-driven Chronological Age Estimation from Panoramic Dental Images”, Information Systems Frontiers, Springer Nature, 2026, https://doi.org/10.1007/s10796-025-10682-3
  • V. Casales-Garcia, A. Jay, L. Museros, I. Sanz, L. Gonzalez-Abril, “Explainable Gastronomic Region Classification Using Dish Image Colors”, International Journal of Computational Intelligence Systems, 2026, https://doi.org/10.1007/s44196-026-01289-w
  • M. Suffian, U. Kuhl, A. Bogliolo, J.M. Alonso-Moral, “The role of user feedback in enhancing understanding and trust in counterfactual explanations for explainable AI”, International Journal of Human – Computer Studies, 2025, https://doi.org/10.1016/j.ijhcs.2025.103484
  • S. Srivastava, S.D. Wentzel, A. Catala, M. Theune, “Measuring and implementing lexical alignment: A systematic literature review”, Computer Speech & Language, 2025, https://doi.org/10.1016/j.csl.2024.101731
  • V. Casales-Garcia, L. Museros, I. Sanz, L. Gonzalez-Abril, “Analysing Aesthetics, Attractiveness and Colour of Gastronomic Images for User Engagement”, Cognitive Systems Research, 91:101358, 2025, https://doi.org/10.1016/j.cogsys.2025.101358
  • R. Confalonieri, J.M. Alonso-Moral, “An operational framework for guiding human evaluation in Explainable and Trustworthy AI”, IEEE Intelligent Systems, 39(1):18-28, 2024, https://doi.org/10.1109/MIS.2023.3334639
  • L. Nannini, J. M. Alonso-Moral, A. Catala, M. Lama, S. Barro, “Operationalizing Explainable AI in the EU Regulatory Ecosystem”, IEEE Intelligent Systems, 2024, https://doi.org/10.1109/MIS.2024.3383155 
  • E. Mariotti, A. Arias-Duart, M. Cafagna, A. Gatt, D. Garcia-Gasulla, J.M. Alonso-Moral, “TextFocus: Assessing the Faithfulness of Feature Attribution Methods Explanations in Natural Language Processing”, IEEE Access, 12:138870-138880, 2024, https://doi.org/10.1109/ACCESS.2024.3408062
  • J. Gonzalez-Corbelle, J.M. Alonso-Moral, R.M. Crujeiras, A. Bugarin-Diz, “An Empirical Study on the Number of Items in Human Evaluation of Automatically Generated Texts”, Procesamiento del Lenguaje Natural, 72:45-55, 2024,  https://doi.org/10.26342/2024-72-3 
  • M. Suffian, J.M. Alonso-Moral, A. Bogliolo, “Introducing User Feedback-based Counterfactual Explanations (UFCE)”, International Journal of Computational Intelligence Systems, 2024, https://doi.org/10.1007/s44196-024-00508-6 
  • M. Canabal-Juanatey, J.M. Alonso-Moral, A. Catala, A. Bugarín-Diz, “Enriching Interactive Explanations with Fuzzy Temporal Constraint Networks”, International Journal of Approximate Reasoning, 109128, 2024, https://doi.org/10.1016/j.ijar.2024.109128 
  • I. Stepin, M. Suffian, A. Catala, J.M. Alonso-Moral, “How to Build Self-Explaining Fuzzy Systems: From Interpretability to Explainability [AI-eXplained]”, IEEE Computational Intelligence Magazine, 19(1):81-82, 2024, https://doi.org/10.1109/MCI.2023.3328098  
  • I. Stepin, K. Budzynska, A. Catala, M. Pereira-Fariña, J.M. Alonso-Moral, “Information-seeking dialogue for explainable artificial intelligence: Modelling and analytics”, Argument & Computation, 15(1):49-107, 2024, https://doi.org/10.3233/AAC-220011 
  • N. Gerbaudo-González, A. Catalá, N. Condori-Fernández, M. Gandoy-Crego, “Adapting technology for dementia care: the case of emobook app in reminiscence focused music therapy”, EAI Endorsed Transactions on Creative Technologies, 2024, https://doi.org/10.4108/eetct.5459
  • P. Garcia-Segarra, V. Santamarta, Z. Falomir, “Educating on spatial skills using a paper-folding-and-punched-hole videogame: gameplay data analysis”, Frontiers in Education, 9:1303932, 2024, https://doi.org/10.3389/feduc.2024.1303932
  • M.J. Aramburu, R. Berlanga, I. Lanza, “A Data Quality Multidimensional Model for Social Media Analysis”, Business & Information Systems Engineering, 2023, https://doi.org/10.1007/s12599-023-00840-9
  • S. El-Sappagh, J.M. Alonso-Moral, T. Abuhmed, F. Ali, A. Bugarín-Diz, “Trustworthy artificial intelligence in Alzheimer’s disease: state of the art, opportunities, and challenges”, Artificial Intelligence Review, 56:11149–11296, 2023, https://doi.org/10.1007/s10462-023-10415-5 
  • M. Matabuena, P. Félix, M. Ditzhaus, J. Vidal, F. Gude. “Hypothesis testing for matched pairs with missing data by maximum mean discrepancy: an application to continuous glucose monitoring”. The American Statistician, 77(4):357-369, 2023. https://doi.org/10.1080/00031305.2023.2200512 
  • E. Mariotti, A. Gatt, J.M. Alonso-Moral, “Exploring the Balance between Interpretability and Performance with carefully designed Constrainable Neural Additive Models”, Information Fusion, 99:101882, 2023, https://doi.org/10.1016/j.inffus.2023.101882 
  • V. Costa, J.M. Alonso-Moral, Z. Falomir, P. Dellunde, “An art painting style explainable classifier grounded on logical and commonsense reasoning”, Soft Computing, 2023, https://doi.org/10.1007/s00500-023-08258-x 
  • L. Casal-Otero, A. Catala, C. Fernández-Morante, M. Taboada, B. Cabreiro, S. Barro, “AI literacy in K-12: a systematic literature review”, International Journal of STEM Education, 10, 29, 2023, https://doi.org/10.1186/s40594-023-00418-7 
  • I. Stepin, J.M. Alonso-Moral, A. Catala, M. Pereira-Fariña, “An empirical study on how humans appreciate automated counterfactual explanations which embrace imprecise information”, Information Sciences, 618:379-399, 2022, https://doi.org/10.1016/j.ins.2022.10.098

Publications in Conferences:

  • R. Bandyopadhyay, D. Assenmacher, J.M. Alonso-Moral, C. Wagner, “Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection”, 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics (IJCNLP-AACL), 2025, https://doi.org/10.18653/v1/2025.ijcnlp-long.77
  • F. Suni-Lopez, N. Condori-Fernandez, “Evaluation of an Emotion-Aware Persuasive Framework Based on Peripheral Interaction for Reducing Physical Strain in Office Environments”, International Conference on Persuasive Technology (PERSUASIVE), 2025, https://doi.org/10.1007/978-3-031-94959-3_16
  • J.C. Méndez Flórez, N. Condori-Fernández, A. Catala, S.A. Figueroa Vásquez, J.M. Alonso-Moral, “AffeX: a real-time emotion monitoring and visualization tool”, XXV Congreso Internacional de Interacción Persona-Ordenador (INTERACCIÓN), pp. 164-167, 2025
  • P.M. Perez-Ferreiro, A. Catala, A. Bugarin-Diz, J.M. Alonso-Moral, “Generating trustworthy explanations with a language model enriched by fuzzy rule-based systems”, IEEE International Conference on Fuzzy Systems, 2025, https://doi.org/10.1109/FUZZ62266.2025.11152139
  • P. Perez-Ferreiro, A. Catala, A. Bugarin-Diz, J.M. Alonso-Moral, “Virtual Assistant supported by Fusion of Fuzzy Rule-based Explainers”, 16th European Symposium on Computational Intelligence and Mathematics (ESCIM), 2025
  • V. Casales-Garcia, A. Jay, I. Sanz, L. Museros, «Exploring Odor-Color Associations in Gastronomy: A Multisensory Analysis of Ingredient Scents and Dish Colors», 27th International Conference of the Catalan Association for Artificial Intelligence. FRONTIERS IN ARTIFICIAL INTELLIGENCE AND APPLICATIONS. Vol. 410. pp. 153 – 162. 2025
  • D.M. Llidó, R. Berlanga, L. Museros, I. Sanz, «Exploring Emotion Prediction from Visual Textures in Abstract Art», 27th International Conference of the Catalan Association for Artificial Intelligence. FRONTIERS IN ARTIFICIAL INTELLIGENCE AND APPLICATIONS. Vol. 410. pp. 223-232. 2025
  • J.M. Alonso-Moral, A. Catala, N. Condori-Fernandez, P. Félix, J. Presedo, R. Berlanga, L. Museros, D. Llidó, P. Garcia-Segarra, V. Santamarta, “Explainable Artificial Intelligence for Healthy Aging and Social Wellbeing”, In Proceedings of Interacción, CEDI, 2024
  • A. Catala, P. García-Segarra, V. Santamarta, R. Berlanga, Z. Falomir, J.M. Alonso-Moral, “Un Cubo Tangible Interactivo Diseñado para Entrenar Habilidades Espaciales mediante Rotación Física”, In Proceedings of Interacción, CEDI, 2024
  • S. Srivastava, M. Theune, A. Catala, C. Reed, “Trust in a human-computer collaborative task with or without lexical alignment”, Adjunct Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (UMAP), 2024, https://doi.org/10.1145/3631700.3664868
  • I. Stepin, A. Catala, J.M. Alonso-Moral, “A software solution for building fuzzy-grounded interactive dialogue-based explanations”, In Proceedings of the IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2024, https://doi.org/10.1109/FUZZ-IEEE60900.2024.10612093
  • G. Fernandez, Jose A. Gamez, Jose M. Puerta, Juan A. Aledo, Jose M. Alonso-Moral, A. Bugarin, “A User Study on the Utility of Context-aware Explanations for Assisting Data Scientists in Error Analysis of Fuzzy Decision Trees”, https://doi.org/10.1109/FUZZ-IEEE60900.2024.10611812
  • N. Gerbaudo-Gonzalez, A. Catala, N. Condori-Fernández, R. Lizondo, D. Facal-Mayo, M. Gandoy-Crego, “Personalización de contenidos multimedia en Emobook: Resultados de un estudio piloto de musicoterapia dirigido a personas con demencia”. Proceedings of the 64 Congreso de la Sociedad Española de Geriatría y Gerontología y el 44 Congreso de la Sociedad Andaluza de Geriatría y Gerontología.
  • J. González-Corbelle, A. Vivel-Couso, J.M. Alonso-Moral, A. Bugarín-Diz, “ReproHum #0927-3: Reproducing The Human Evaluation Of The DExperts Controlled Text Generation Method”, In Proceedings of the 4th Workshop on Human Evaluation of NLP Systems (HumEval2024), collocated with the Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING), ACL, 2024, https://aclanthology.org/2024.humeval-1.15/
  • J.M. Alonso-Moral, V. Costa, “The role of Speculations for Explainable and Trustworthy Artificial Intelligence: A use case on Art Genre Classification”, In Proceedings of the Joint Proceedings of the 13th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT) and the 12th International Summer School on Aggregation Operators (AGOP), 2023, 455-467, https://doi.org/10.1007/978-3-031-39965-7_38 
  • M. Suffian, K. Ulrike, J.M. Alonso-Moral, A. Bogliolo, “CL-XAI: Toward enriched Cognitive Learning with eXplainable Artificial Intelligence”, 5th International Workshop on Cognition: Interdisciplinary Foundations, Models and Applications (CIFMA 2023), collocated with the 21st International Conference on Software Engineering and Formal Methods (SEFM 2023). Springer LNCS Proceedings, https://doi.org/10.1007/978-3-031-66021-4_1 
  • M. Suffian, I. Stepin, J.M. Alonso-Moral, A. Bogliolo, “Investigating Human-Centred Perspectives in Explainable Artificial Intelligence”.  Proceedings of the 4th Italian Workshop on Explainable Artificial Intelligence co-located with 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2023). In CEUR WORKSHOP PROCEEDINGS (Vol. 3518, pp. 47-66), https://ceur-ws.org/Vol-3518/paper4.pdf 
  • J. González Corbelle, J.M. Alonso-Moral, A. Bugarín-Diz, “Some lessons learned reproducing human evaluation of a data-to-text system”, In Proceedings of the 3rd Workshop on Human Evaluation of NLP Systems (HumEval2023), collocated with the International Conference on Recent Advances in Natural Language Processing (RANLP2023), ACL, 2023, https://aclanthology.org/2023.humeval-1.5 
  • E. Mariotti, A. Sivaprasad, J.M. Alonso-Moral, “Beyond Prediction Similarity: ShapGAP for Evaluating Faithful Surrogate Models in XAI”, In Proceedings of the 1st World Conference on Explainable Artificial Intelligence, 2023, https://doi.org/10.1007/978-3-031-44064-9_10 
  • A. Arias-Duart, E. Mariotti, D. Garcia-Gasulla, J.M. Alonso-Moral, “A Confusion Matrix for Evaluating Feature Attribution Methods”, In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop: Explainable AI for Computer Vision (XAI4CV), 3708-3713, 2023, https://doi.org/10.1109/CVPRW59228.2023.00380 
  • S. Srivastava, M. Theune, A. Catala, “The Role of Lexical Alignment in Human Understanding of Explanations by Conversational Agents”, In Proceedings of the 28th International Conference on Intelligent User Interfaces (IUI). ACM, 423–435, 2023, https://doi.org/10.1145/3581641.3584086 
  • N. Gerbaudo-Gonzalez, A. Catala, N. Condori-Fernandez, M. Gandoy-Crego, “Adapting the Emobook Life Story Book App for Reminiscence Focused Music Therapy in Dementia Care: An Interdisciplinary Participatory Design Approach”. In: Brooks, A.L. (eds) ArtsIT, Interactivity and Game Creation. ArtsIT 2023. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 564. Springer, Cham. https://doi.org/10.1007/978-3-031-55319-6_2
  • A. Nur Rohmah, N. Condori-Fernández, “Log Based Verification tool of Serious Game for Autistic Children”. In Proceedings of the 16th International Conference on the Quality of Information and Communications Technology (QUATIC), 121-129, 2023, https://doi.org/10.1007/978-3-031-43703-8_9 
  • V. Santamarta, P. Garcia-Segarra, N. Ventura-Campos, A. Moreno, Z. Falomir, “Reversal Error in Mathematics: Training Against It Using ε coach”, Artificial Intelligence Research and Development, Frontiers in Artificial Intelligence and Applications, 375:241-249, 2023, https://doi.org/10.3233/FAIA230688
  • R. Berlanga, M. Soriano, “Explaining Semantic Text Similarity in Knowledge Graphs”. In Proceedings of the Iberoamerican Congress on Pattern Recognition (CIARP), Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, LNCS 14469, 2023, https://doi.org/10.1007/978-3-031-49018-7_37
  • M. Soriano, R. Berlanga, I. Lanza-Cruz, “On the Problem of Automatically Aligning Indicators to SDGs”, ESWC (Satellite Events), 138-142, 2023, https://doi.org/10.1007/978-3-031-43458-7_26
  • C. Carbajal-Pérez, A. Catala, A. Bugarín-Diz, “Guidelines for Bimodal Virtual Assistants”, In Proceedings of the Nordic Human-Computer Interaction Conference (NordiCHI), ACM, Article 44, 1–5, 2022, https://doi.org/10.1145/3547522.3547688

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