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The following publications about PSyKE can be cited:

First Design

Federico Sabbatini, Giovanni Ciatto, Roberta Calegari, Andrea Omicini. “Symbolic Knowledge Extraction from Opaque ML Predictors in PSyKE: Platform Design & Experiments”. Intelligenza Artificiale 16(1):27–48, 2022. doi: 10.3233/IA-210120

@article{psyke-ia2022,
    title      = {Symbolic Knowledge Extraction from Opaque {ML} Predictors in {PSyKE}: Platform Design {\&} Experiments},
    author     = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
    journal    = {Intelligenza Artificiale},
    volume     = {16},
    number     = {1},
    pages      = {27--48},
    year       = {2022},
    doi        = {10.3233/IA-210120},
    url        = {https://doi.org/10.3233/IA-210120},
    bdsk-url-1 = {https://doi.org/10.3233/IA-210120}
}

Federico Sabbatini, Giovanni Ciatto, Roberta Calegari, Andrea Omicini. “On the Design of PSyKE: A Platform for Symbolic Knowledge Extraction”, in: WOA 2021 – 22nd Workshop “From Objects to Agents”, CEUR Workshop Proceedings vol. 2963, pp. 29–48, Sun SITE Central Europe, RWTH Aachen University, 2021.

@inproceedings{psyke-woa2021,
    title     = {On the Design of {PSyKE}: A Platform for Symbolic Knowledge Extraction},
    author    = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
    booktitle = {{WOA} 2021 -- 22nd Workshop ``From Objects to Agents''},
    series    = {CEUR Workshop Proceedings},
    volume    = {2963},
    pages     = {29--48},
    year      = {2021},
    editor    = {Calegari, Roberta and Ciatto, Giovanni and Denti, Enrico and Omicini, Andrea and Sartor, Giovanni},
    publisher = {Sun SITE Central Europe, RWTH Aachen University},	
    url       = {https://ceur-ws.org/Vol-2963/paper14.pdf}
}

Visual Fairness Support

Federico Sabbatini. “A Fairness-Oriented Visual Extension for the PSyKE Platform”, in: AEQUITAS 2025 – 3rd Workshop on Fairness and Bias in AI. To appear on CEUR Workshop Proceedings, 2025

@inproceedings{psyke-2025,
    title     = {A Fairness-Oriented Visual Extension for the {PSyKE} Platform},
    author    = {Sabbatini, Federico},
    booktitle = {Proceedings of the 3rd {AEQUITAS} Workshop on Fairness and Bias in AI, Bologna, Italy, October 26, 2025},
    series    = {{CEUR} Workshop Proceedings},
    volume    = {},
    pages     = {},
    year      = {2025},
    editor    = {},
    publisher = {Sun SITE Central Europe, RWTH Aachen University},
    url       = {}
}

Explainable Clustering Support

Federico Sabbatini, Roberta Calegari. “Unlocking Insights and Trust: The Value of Explainable Clustering Algorithms for Cognitive Agents”, in: WOA 2023 – 24th Workshop “From Objects to Agents”, CEUR Workshop Proceedings vol. 3579, pp. 232–245, Sun SITE Central Europe, RWTH Aachen University, 2023.

@inproceedings{clustering-woa2023,
    title     = {Unlocking Insights and Trust: {The} Value of Explainable Clustering Algorithms for Cognitive Agents},
    author    = {Sabbatini, Federico and Calegari, Roberta},
    booktitle = {Proceedings of the 24th Workshop ``From Objects to Agents'', Roma, Italy, November 6--8, 2023},
    series    = {{CEUR} Workshop Proceedings},
    volume    = {3579},
    pages     = {232--245},
    year      = {2023},
    editor    = {Falcone, Rino and Castelfranchi, Cristiano and Sapienza, Alessandro and Cantucci, Filippo},
    publisher = {Sun SITE Central Europe, RWTH Aachen University},
    url       = {https://ceur-ws.org/Vol-3579/paper18.pdf}
}

PSyKE for Trustworthy AI

Roberta Calegari, Federico Sabbatini. “The PSyKE Technology for Trustworthy Artificial Intelligence”, in: AIxIA 2022 – Proceedings of the XXI International Conference of the Italian Association for Artificial Intelligence, Lecture Notes in Computer Science vol. 13796, pp. 3–16, Springer, Cham, Switzerland, 2023. doi: 10.1007/978-3-031-27181-6_1

@inproceedings{psyke-trust-aixia2022,
    title     = {The {PSyKE} Technology for Trustworthy Artificial Intelligence},
    author    = {Calegari, Roberta and Sabbatini, Federico},
    booktitle = {{AIxIA} 2022 – Proceedings of the XXI International Conference of the Italian Association for Artificial Intelligence},
    series    = {Lecture Notes in Computer Science},
    volume    = {13796},
    pages     = {3--16},
    year      = {2023},
    editor    = {Dovier, Agostino and Montanari, Angelo and Orlandini, Andrea},
    publisher = {Springer},
    address   = {Cham, Switzerland},
    doi       = {10.1007/978-3-031-27181-6_1},
    url       = {https://doi.org/10.1007/978-3-031-27181-6_1}
}

Semantic Web Support

Federico Sabbatini, Giovanni Ciatto, Andrea Omicini. “Semantic Web-Based Interoperability for Intelligent Agents with PSyKE”, in: EXTRAAMAS 2022 – 4th International Workshop on Explainable and Transparent AI and Multi-Agent Systems. Lecture Notes in Computer Science vol. 13283, pp. 124–142. Springer, Cham, Switzerland, 2022. doi: 10.1007/978-3-031-15565-9_8

@incollection{psyke-extraamas2022,
    title     = {{Semantic Web}-Based Interoperability for Intelligent Agents with {PSyKE}},
    author    = {Sabbatini, Federico and Ciatto, Giovanni and Omicini, Andrea},
    booktitle = {EXTRAAMAS 2022 – 4th International Workshop on Explainable and Transparent AI and Multi-Agent Systems},
    series    = {Lecture Notes in Computer Science},
    volume    = {13283},
    pages     = {124--142},
    year      = {2022},
    editor    = {Calvaresi, Davide and Najjar, Amro and Winikoff, Michael and Fr{\"a}mling, Kary},
    publisher = {Springer},
    address   = {Cham, Switzerland},
    doi       = {10.1007/978-3-031-15565-9_8},
    url       = {https://link.springer.com/10.1007/978-3-031-15565-9_8}
}