@InProceedings{ViloneLongo2025, author="Vilone, Giulia and Longo, Luca", editor="Guidotti, Riccardo and Schmid, Ute and Longo, Luca", title="Evaluating Argumentation Graphs as Global Explainable Surrogate Models for Dense Neural Networks and Their Comparison with Decision Trees", booktitle="Explainable Artificial Intelligence", year="2026", publisher="Springer Nature Switzerland", address="Cham", pages="89--112", isbn="978-3-032-08333-3" }

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@ARTICLE{Longo2025IEEEAccess, author={Longo, Luca and Berretta, Serena and Verda, Damiano and Rizzo, Lucas}, journal={IEEE Access}, title={Computational argumentation and automatic rule-generation for explainable data-driven modeling}, year={2025}, volume={}, number={}, pages={1-1}, doi={10.1109/ACCESS.2025.3618992}}

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@Article{KumarLongo2025, AUTHOR = {Kumar, Sanjay and Suiter, Jane and Longo, Luca}, TITLE = {Advancing Deliberative Discourse Measurement: The Intersection with Computational Abstract Argumentation in Discourse Quality Evaluations}, JOURNAL = {Systems}, VOLUME = {13}, YEAR = {2025}, NUMBER = {3}, ARTICLE-NUMBER = {204}, URL = {https://www.mdpi.com/2079-8954/13/3/204}, ISSN = {2079-8954}, DOI = {10.3390/systems13030204} }

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@Article{LongoRizzo2024, AUTHOR = {Rizzo, Lucas and Verda, Damiano and Berretta, Serena and Longo, Luca}, TITLE = {A Novel Integration of Data-Driven Rule Generation and Computational Argumentation for Enhanced Explainable AI}, JOURNAL = {Machine Learning and Knowledge Extraction}, VOLUME = {6}, YEAR = {2024}, NUMBER = {3}, PAGES = {2049--2073}, URL = {https://www.mdpi.com/2504-4990/6/3/101}, ISSN = {2504-4990}, DOI = {10.3390/make6030101} }

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@inproceedings{DBLP:conf/xai/ViloneL23a, author = {Giulia Vilone and Luca Longo}, editor = {Luca Longo}, title = {An Examination of the Effect of the Inconsistency Budget in Weighted Argumentation Frameworks and their Impact on the Interpretation of Deep Neural Networks}, booktitle = {Joint Proceedings of the xAI-2023 Late-breaking Work, Demos and Doctoral Consortium co-located with the 1st World Conference on eXplainable Artificial Intelligence (xAI-2023), Lisbon, Portugal, July 26-28, 2023}, series = {{CEUR} Workshop Proceedings}, volume = {3554}, pages = {53--58}, publisher = {CEUR-WS.org}, year = {2023}, url = {https://ceur-ws.org/Vol-3554/paper10.pdf} }

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@article{RIZZOLongo2022, title = {Comparing and extending the use of defeasible argumentation with quantitative data in real-world contexts}, journal = {Information Fusion}, volume = {89}, pages = {537-566}, year = {2023}, issn = {1566-2535}, doi = {https://doi.org/10.1016/j.inffus.2022.08.025}, url = {https://www.sciencedirect.com/science/article/pii/S1566253522001245}, author = {Lucas Rizzo and Luca Longo}, keywords = {Defeasible argumentation, Knowledge-based systems, Non-monotonic reasoning, Argumentation theory, Fuzzy logic, Expert systems, Computational trust} }

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@inproceedings{ViloneLongo2022XAIArg, author = {Giulia Vilone and Luca Longo}, title = {A global model-agnostic XAI method for the automatic formation of an abstract argumentation framework and its objective evaluation.}, booktitle = {1st International Workshop on Argumentation for eXplainable AI co-located with 9th International Conference on Computational Models of Argument (COMMA 2022)}, series = {{CEUR} Workshop Proceedings}, volume = {3209}, publisher = {CEUR-WS.org}, year = {2022}, url = {http://ceur-ws.org/Vol-3209/2119.pdf} }

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@article{hamilton2022neuro, title={Is neuro-symbolic AI meeting its promises in natural language processing? A structured review}, author={Hamilton, Kyle and Nayak, Aparna and Bo{\v{z}}i{\'c}, Bojan and Longo, Luca}, journal={Semantic Web}, number={Preprint}, pages={1--42}, year={2022}, publisher={IOS Press} }

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@inproceedings{ViloneLongo2022, author = {Giulia Vilone and Luca Longo}, editor = {Ilias Maglogiannis and Lazaros Iliadis and John Macintyre and Paulo Cortez}, title = {A Novel Human-Centred Evaluation Approach and an Argument-Based Method for Explainable Artificial Intelligence}, booktitle = {Artificial Intelligence Applications and Innovations - 18th {IFIP} {WG} 12.5 International Conference, {AIAI} 2022, Hersonissos, Crete, Greece, June 17-20, 2022, Proceedings, Part {I}}, series = {{IFIP} Advances in Information and Communication Technology}, volume = {646}, pages = {447--460}, publisher = {Springer}, year = {2022}, url = {https://doi.org/10.1007/978-3-031-08333-4\_36}, doi = {10.1007/978-3-031-08333-4\_36} }

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@inproceedings{/NayakBL21, author = {Aparna Nayak and Bojan Bozic and Luca Longo}, editor = {Ahmet Soylu and Alireza Tamaddoni{-}Nezhad and Nikolay Nikolov and Ioan Toma and Anna Fensel and Joost Vennekens}, title = {(Linked) Data Quality Assessment: An Ontological Approach}, booktitle = {Proceedings of the 15th International Rule Challenge, 7th Industry Track, and 5th Doctoral Consortium @ RuleML+RR 2021 co-located with 17th Reasoning Web Summer School {(RW} 2021) and 13th DecisionCAMP 2021 as part of Declarative {AI} 2021, Leuven, Belgium (virtual due to Covid-19 pandemic), 8 - 15 September, 2021}, series = {{CEUR} Workshop Proceedings}, volume = {2956}, publisher = {CEUR-WS.org}, year = {2021}, url = {http://ceur-ws.org/Vol-2956/paper17.pdf}, timestamp = {Mon, 25 Oct 2021 15:03:55 +0200}, biburl = {https://dblp.org/rec/conf/ruleml/NayakBL21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }

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@article{LONGO2021106514, title = "Examining the modelling capabilities of defeasible argumentation and non-monotonic fuzzy reasoning", journal = "Knowledge-Based Systems", volume = "211", pages = "106514", year = "2021", issn = "0950-7051", doi = "https://doi.org/10.1016/j.knosys.2020.106514", url = "http://www.sciencedirect.com/science/article/pii/S0950705120306432", author = "Luca Longo and Lucas Rizzo and Pierpaolo Dondio", keywords = "Defeasible reasoning, Non-monotonic reasoning, Fuzzy logic, Argumentation, Empirical research, Knowledge-representation, Mental workload" }

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@article{RIZZO2020105433, title = {Self-reported data for mental workload modelling in human-computer interaction and third-level education}, journal = {Data in Brief}, volume = {30}, pages = {105433}, year = {2020}, issn = {2352-3409}, doi = {https://doi.org/10.1016/j.dib.2020.105433}, url = {https://www.sciencedirect.com/science/article/pii/S2352340920303279}, author = {Lucas Rizzo and Luca Longo}, keywords = {Knowledge-based systems, Fuzzy reasoning, Expert systems, Mental workload, Automated reasoning, Argumentation theory} }

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@inproceedings{DBLP:conf/aics/RizzoDL20, author = {Lucas Rizzo and Pierpaolo Dondio and Luca Longo}, editor = {Luca Longo and Lucas Rizzo and Elizabeth Hunter and Arjun Pakrashi}, title = {Exploring the potential of defeasible argumentation for quantitative inferences in real-world contexts: An assessment of computational trust}, booktitle = {Proceedings of The 28th Irish Conference on Artificial Intelligence and Cognitive Science, Dublin, Republic of Ireland, December 7-8, 2020}, series = {{CEUR} Workshop Proceedings}, volume = {2771}, pages = {37--48}, publisher = {CEUR-WS.org}, year = {2020}, url = {http://ceur-ws.org/Vol-2771/AICS2020\_paper\_13.pdf} }

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@article{RizzoLongo2020aee, title = "An empirical evaluation of the inferential capacity of defeasible argumentation, non-monotonic fuzzy reasoning and expert systems", journal = "Expert Systems with Applications", pages = "113-220", year = "2020", issn = "0957-4174", doi = "https://doi.org/10.1016/j.eswa.2020.113220", url = "http://www.sciencedirect.com/science/article/pii/S0957417420300464", author = "Lucas Rizzo and Luca Longo", keywords = "Defeasible Argumentation, Argumentation Theory, Explainable Artificial Intelligence, Non-monotonic Reasoning, Fuzzy Logic, Expert Systems, Mental Workload", }

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@InProceedings{Longo2019Empowering, author="Longo, Luca", editor="Costa, Ant{\'o}nio Pedro and Reis, Lu{\'i}s Paulo and Moreira, Ant{\'o}nio", title="Empowering Qualitative Research Methods in Education with Artificial Intelligence", booktitle="Computer Supported Qualitative Research", year="2020", publisher="Springer International Publishing", address="Cham", pages="1--21" }

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@inproceedings{RizzoL18Inferential, author = {Lucas Rizzo and Luca Longo}, title = {Inferential Models of Mental Workload with Defeasible Argumentation and Non-monotonic Fuzzy Reasoning: a Comparative Study}, booktitle = {Proceedings of the 2nd Workshop on Advances In Argumentation In Artificial Intelligence, co-located with {XVII} International Conference of the Italian Association for Artificial Intelligence, AI{\({^3}\)}@AI*IA 2018, 20-23 November 2018, Trento, Italy}, pages = {11--26}, year = {2018} }

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@inproceedings{RizzoL18Explainability, author = {Lucas Rizzo and Luca Longo}, title = {A Qualitative Investigation of the Explainability of Defeasible Argumentation and Non-Monotonic Fuzzy Reasoning}, booktitle = {Proceedings for the 26th {AIAI} Irish Conference on Artificial Intelligence and Cognitive Science Trinity College Dublin, Dublin, Ireland, December 6-7th, 2018.}, pages = {138--149}, year = {2018} }

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@inproceedings{rizzo2018comparative, title={A comparative study of defeasible argumentation and non-monotonic fuzzy reasoning for elderly survival prediction using biomarkers}, author={Rizzo, Lucas and Majnaric, Ljiljana and Longo, Luca}, booktitle={International Conference of the Italian Association for Artificial Intelligence}, pages={197--209}, year={2018}, organization={Springer} }

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@inproceedings{rizzo2018investigation, title={An Investigation of Argumentation Theory for the Prediction of Survival in Elderly Using Biomarkers}, author={Rizzo, Lucas and Majnaric, Ljiljana and Dondio, Pierpaolo and Longo, Luca}, booktitle={IFIP International Conference on Artificial Intelligence Applications and Innovations}, pages={385--397}, year={2018}, organization={Springer} }

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@inproceedings{rizzo2017representing, title={Representing and inferring mental workload via defeasible reasoning: a comparison with the NASA Task Load Index and the Workload Profile}, author={Rizzo, Lucas Middeldorf and Longo, Luca}, booktitle={Proceedings of the 1st Workshop on Advances In Argumentation In Artificial Intelligence AI^3@AI*IA}, year={2017}, publisher={CEURS} }

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@incollection{longo2016argumentation, title={Argumentation for knowledge representation, conflict resolution, defeasible inference and its integration with machine learning}, author={Longo, Luca}, booktitle={Machine Learning for Health Informatics}, pages={183--208}, year={2016}, publisher={Springer} }

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@article{longo2015defeasible, title={A defeasible reasoning framework for human mental workload representation and assessment}, author={Longo, Luca}, journal={Behaviour \& Information Technology}, volume={34}, number={8}, pages={758--786}, year={2015}, publisher={Taylor \& Francis} }

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@inproceedings{dondio2014computing, title={Computing trust as a form of presumptive reasoning}, author={Dondio, Pierpaolo and Longo, Luca}, booktitle={Web Intelligence (WI) and Intelligent Agent Technologies (IAT), 2014 IEEE/WIC/ACM International Joint Conferences on}, volume={2}, pages={274--281}, year={2014}, organization={IEEE} }

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@inproceedings{longo2014defeasible, title={Defeasible reasoning and argument-based systems in medical fields: An informal overview}, author={Longo, Luca and Dondio, Pierpaolo}, booktitle={Computer-Based Medical Systems (CBMS), 2014 IEEE 27th International Symposium on}, pages={376--381}, year={2014}, organization={IEEE} }

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@phdthesis{longo2014formalising, title={Formalising Human Mental Workload as a Defeasible Computational Concept}, author={Longo, Luca}, year={2014}, school={Trinity College} }

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@inproceedings{longo2013argumentation, title={Argumentation theory for decision support in health-care: a comparison with machine learning}, author={Longo, Luca and Hederman, Lucy}, booktitle={International Conference on Brain and Health Informatics}, pages={168--180}, year={2013}, organization={Springer} }

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@inproceedings{longo2012formalising, title={Formalising human mental workload as non-monotonic concept for adaptive and personalised web-design}, author={Longo, Luca}, booktitle={International Conference on User Modeling, Adaptation, and Personalization}, pages={369--373}, year={2012}, organization={Springer} }

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@inproceedings{longo2012argumentation, title={Argumentation theory in health care}, author={Longo, Luca and Kane, Bridget and Hederman, Lucy}, booktitle={Computer-Based Medical Systems (CBMS), 2012 25th International Symposium on}, pages={1--6}, year={2012}, organization={IEEE} }

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@inproceedings{luca2009enabling, title={Enabling adaptation in trust computations}, author={Luca, Longo and Pierpaolo, Dondio and Riccardo, Bresciani and Stephen, Barrett and Andrew, Butterfield}, booktitle={Future Computing, Service Computation, Cognitive, Adaptive, Content, Patterns, 2009. COMPUTATIONWORLD'09. Computation World}, pages={701--706}, year={2009}, organization={IEEE} }

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