Expectation: Personalized Explainable Artificial Intelligence for Decentralized Agents with Heterogeneous Knowledge

by Davide Calvaresi, Giovanni Ciatto, Amro Najjar, Reyhan Aydoğan, Leon Van der Torre, Andrea Omicini, and Michael I. Schumacher Abstract Explainable AI (XAI) has emerged in recent years as a set of techniques and methodologies to interpret and explain machine learning (ML) predictors. To date, many initiatives have been proposed. Nevertheless, current research efforts mainly focus on methods tailored to specific ML tasks and algorithms, such as image classification and sentiment analysis.
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Towards Explainable Visionary Agents: License to Dare and Imagine

by Giovanni Ciatto, Amro Najjar, Jean-Paul Calbimonte, and Davide Calvaresi Abstract Since their appearance, computer programs have embodied discipline and structured approaches and methodologies. Yet, to this day, equipping machines with imaginative and creative capabilities remains one of the most challenging and fascinating goals we pursue. Intelligent software agents can behave intelligently in well-defined scenarios, relying on Machine Learning (ML), symbolic reasoning, and their developers' capability of tailoring smart behaviors on the particular application domain(s).
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On Explainable Negotiations via Argumentation

by Contreras, Victor and Aydoğan, Reyhan and Najjar, Amro and Calvaresi, Davide Abstract TBD How to access URL: http://publications.hevs.ch/index.php/publications/show/2883 How to cite Bibtex @incollection{canc-bnaic-2021-explanable-negotiations, address = {}, author = {Contreras, Victor and Aydoğan, Reyhan and Najjar, Amro and Calvaresi, Davide}, booktitle = {Proceedings of BNAIC 2021}, doi = {}, editor = {}, isbn = {}, isbn-online = {}, issn = {}, keywords = {explainable negotiation}, pages = {}, publisher = {ACM}, series = {}, subseries = {}, title = {On Explainable Negotiations via Argumentation}, url = {http://publications.
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A global taxonomy of interpretable AI: unifying the terminology for the technical and social sciences

by Graziani, Mara and Dutkiewicz, Lidia and Calvaresi, Davide and Amorim, Jos{'e} Pereira and Yordanova, Katerina and Vered, Mor and Nair, Rahul and Abreu, Pedro Henriques and Blanke, Tobias and Pulignano, Valeria and Prior, John O. and Lauwaert, Lode and Reijers, Wessel and Depeursinge, Adrien and Andrearczyk, Vincent and Müller, Henning Abstract Since its emergence in the 1960s, Artificial Intelligence (AI) has grown to conquer many technology products and their fields of application.
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Human-Social Robots Interaction: the blurred line between necessary anthropomorphization and manipulation

by Carli, Rachele and Najjar, Amro and Calvaresi, Davide Abstract TBD How to access URL: http://publications.hevs.ch/index.php/publications/show/2932 How to cite Bibtex @incollection{cnc-expectation-2022-human-robots-interaction, address = {}, author = {Carli, Rachele and Najjar, Amro and Calvaresi, Davide}, booktitle = {Proceedings of 10th International Conference on Human-Agent Interaction}, doi = {}, editor = {}, isbn = {}, isbn-online = {}, issn = {}, keywords = {anthropomorphization, HRI, human-dignity, manipulation}, pages = {}, publisher = {ACM}, series = {}, subseries = {}, title = {Human-Social Robots Interaction: the blurred line between necessary anthropomorphization and manipulation}, url = {http://publications.
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