Per Year
@inproceedings{fauci-aequitas2024, articleno = 8, author = {Magnini, Matteo and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea}, booktitle = {AEQUITAS 2024: Fairness and Bias in AI}, editor = {Calegari, Roberta and Dignum, Virginia and O'Sullivan, Barry}, iris = {11585/995740}, keywords = {AI Fairness, FaUCI, in-processing, regularization, mitigation}, month = oct, note = {Proceedings of the 2nd Workshop on Fairness and Bias in AI co-located with 27th European Conference on Artificial Intelligence (ECAI 2024)}, numpages = 13, pages = {8:1--8:13}, publisher = {CEUR-WS}, scholar = {12743200180573703475}, series = {CEUR Workshop Proceedings}, title = {Enforcing Fairness via Constraint Injection with {FaUCI}}, url = {https://ceur-ws.org/Vol-3808/paper8.pdf}, urlopenaccess = {https://ceur-ws.org/Vol-3808/paper8.pdf}, urlpdf = {https://ceur-ws.org/Vol-3808/paper8.pdf}, volume = 3808, year = 2024 }
@article{skeislr-csur56, acm = {3645103}, articleno = 161, author = {Ciatto, Giovanni and Sabbatini, Federico and Agiollo, Andrea and Magnini, Matteo and Omicini, Andrea}, dblp = {journals/csur/CiattoSAMO24}, doi = {10.1145/3645103}, eissn = {1557-734}, iris = {11585/969235}, issn = {0360-0300}, journal = {ACM Computing Surveys}, keywords = {Logic; Machine learning theory; Hybrid symbolic-numeric methods; Knowledge representation and reasoning}, month = jun, number = 6, numpages = 35, pages = {161:1--161:35}, publisher = {ACM}, scholar = {13701373869146776438}, scopus = {2-s2.0-85188835517}, semanticscholar = {267611660}, title = {Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review}, url = {https://dl.acm.org/doi/10.1145/3645103}, urlopenaccess = {https://dl.acm.org/doi/pdf/10.1145/3645103}, urlpdf = {https://dl.acm.org/doi/pdf/10.1145/3645103}, volume = 56, wos = {WOS:001208566200027}, year = 2024 }
@inproceedings{skidatadegradation-woa2024, author = {Rafanelli, Andrea and Magnini, Matteo and Agiollo, Andrea and Ciatto, Giovanni and Omicini, Andrea}, booktitle = {WOA 2024 -- 25th Workshop ``From Objects to Agents 2024''}, dblp = {conf/woa/RafanelliMACO24}, editor = {Alderighi, Marco and Baldoni, Matteo and Baroglio, Cristina and Micalizio, Roberto and Tedeschi, Stefano}, iris = {11585/975934}, issn = {1613-0073}, keywords = {Symbolic Knowledge Injection, Robustness, Neural Networks}, location = {Bard, AO, Italy}, month = jul, numpages = 13, pages = {20--32}, publisher = {Sun SITE Central Europe, RWTH Aachen University}, scholar = {9917174396528512749}, scopus = {2-s2.0-85200118300}, series = {CEUR Workshop Proceedings}, subseries = {AIxIA Series}, title = {An Empirical Study on the Robustness of Knowledge Injection Techniques Against Data Degradation}, url = {https://ceur-ws.org/Vol-3735/paper_02.pdf}, urlopenaccess = {https://ceur-ws.org/Vol-3735/paper_02.pdf}, urlpdf = {https://ceur-ws.org/Vol-3735/paper_02.pdf}, volume = 3735, year = 2024 }
@incollection{explanationprotocol-extraamas2023, author = {Ciatto, Giovanni and Magnini, Matteo and Bezcu, Berk and Aydoǧan, Reyhan and Omicini, Andrea}, booktitle = {Explainable and Transparent {AI} and Multi-Agent Systems}, chapter = 3, dblp = {conf/extraamas/CiattoMBAO23}, doi = {10.1007/978-3-031-40878-6_3}, editor = {Calvaresi, Davide and Najjar, Amro and Omicini, Andrea and Aydoǧan, Reyhan and Carli, Rachele and Ciatto, Giovanni and Mualla, Yazan and Främling, Kary}, iris = {11585/940656}, isbn = {978-3-031-40878-6}, issn = {0302-9743}, keywords = {XAI, Recommender Systems, Multi-agent systems, Explanation protocols}, month = sep, numpages = 22, pages = {38--58}, publisher = {Springer}, scholar = {5371175139312621961}, scopus = {2-s2.0-85172214167}, semanticscholar = {261894587}, series = {Lecture Notes in Computer Science}, subseries = {Lecture Notes in Artificial Intelligence}, title = {A General-Purpose Protocol for Multi-Agent based Explanations}, url = {http://link.springer.com/10.1007/978-3-031-40878-6_3}, volume = 14127, year = 2023 }
@article{kins-jlc33, author = {Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, dblp = {journals/logcom/MagniniCO23}, doi = {10.1093/logcom/exad037}, eissn = {1465-363X}, iris = {11585/950567}, issn = {0955-792X}, journal = {Journal of Logic and Computation}, keywords = {neural network, expalinable AI, symbolic knowledge injection, KINS, PSyKI}, month = dec, number = 8, numpages = 19, pages = {1832--1850}, publisher = {Oxford University Press}, scholar = {2353304508513748358}, scopus = {2-s2.0-85179896166}, semanticscholar = {266726315}, title = {Knowledge injection of {D}atalog rules via Neural Network Structuring with {KINS}}, url = {https://academic.oup.com/logcom/article/33/8/1832/7190990}, volume = 33, wos = {WOS:001003002200001}, year = 2023 }
@inproceedings{ctl-aixia2022, address = {Aachen, Germany}, author = {Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, booktitle = {AIxIA 2022 Discussion Papers}, chapter = 2, dblp = {conf/aiia/MagniniCO22}, editor = {Dovier, Agostino and Montanari, Angelo and Orlandini, Andrea}, iris = {11585/933657}, issn = {1613-0073}, keywords = {transfer learning; multi-agent systems; artificial general intelligence; symbolic knowledge extraction; symbolic knowledge injection}, location = {Udine, Italy}, month = jun, note = {Proceedings of the Discussion Papers -- 21st International Conference of the Italian Association for Artificial Intelligence (AIxIA 2022 DP), co-located with 21st International Conference of the Italian Association for Artificial Intelligence (AIxIA 2022) -- Udine, Italy, November 28--December 2, 2022}, numpages = 11, pages = {12--22}, publisher = {Sun SITE Central Europe, RWTH Aachen University}, scholar = {13606448051050829166}, scopus = {2-s2.0-85164132302}, series = {CEUR Workshop Proceedings}, subseries = {AIxIA Series}, title = {Bridging Symbolic and Sub-Symbolic {AI}: Towards Cooperative Transfer Learning in Multi-Agent Systems}, url = {https://ceur-ws.org/Vol-3419/paper2.pdf}, urlopenaccess = {https://ceur-ws.org/Vol-3419/paper2.pdf}, urlpdf = {https://ceur-ws.org/Vol-3419/paper2.pdf}, volume = 3419, year = 2023 }
@article{skiqos-jaamas37, articleno = 27, author = {Agiollo, Andrea and Rafanelli, Andrea and Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, dblp = {journals/aamas/AgiolloRMCO23}, doi = {10.1007/s10458-023-09609-6}, iris = {11585/932553}, issn = {1573-7454}, journal = {Autonomous Agents and Multi-Agent Systems}, keywords = {symbolic knowledge injection, quality of service, efficiency, robustness, PSyKI}, month = jun, number = 2, numpages = 30, pages = {27:1-27:30}, scholar = {6493335879803556297}, scopus = {2-s2.0-85162972232}, semanticscholar = {259234850}, title = {Symbolic Knowledge Injection meets Intelligent Agents: {QoS} metrics and experiments}, url = {https://link.springer.com/10.1007/s10458-023-09609-6}, volume = 37, wos = {WOS:001013184000001}, year = 2023 }
@article{skerecommender-cmbp235, acm = {10.1016/j.cmpb.2023.107536}, articleno = 107536, author = {Magnini, Matteo and Ciatto, Giovanni and Cantürk, Furkan and Aydoǧan, Reyhan and Omicini, Andrea}, dblp = {journals/cmpb/MagniniCCAO23}, doi = {10.1016/j.cmpb.2023.107536}, iris = {11585/923772}, issn = {0169-2607}, journal = {Computer Methods and Programs in Biomedicine}, keywords = {explainable artificial intelligence, symbolic knowledge extraction, recommendation systems, nutrition, neural networks}, month = jun, numpages = 32, pubmed = {37060685}, scholar = {14455392383017605572}, scopus = {2-s2.0-85152230884}, semanticscholar = {261426939}, title = {Symbolic Knowledge Extraction for Explainable Nutritional Recommenders}, url = {https://www.sciencedirect.com/science/article/pii/S0169260723002018}, volume = 235, wos = {000983750400001}, year = 2023 }
@incollection{kill-woa2022, author = {Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, booktitle = {WOA 2022 -- 23rd Workshop ``From Objects to Agents''}, dblp = {conf/woa/MagniniCO22}, editor = {Ferrando, Angelo and Mascardi, Viviana}, iris = {11585/899373}, issn = {1613-0073}, keywords = {symbolic knowledge injection; AI; ML; neural networks; KILL; PSyKI}, month = nov, numpages = 16, pages = {61--76}, publisher = {Sun SITE Central Europe, RWTH Aachen University}, scholar = {514437633827732665}, scopus = {2-s2.0-85142481549}, semanticscholar = {253270036}, series = {CEUR Workshop Proceedings}, subseries = {AIxIA Series}, title = {A view to a {KILL}: Knowledge Injection via Lambda Layer}, url = {http://ceur-ws.org/Vol-3261/paper5.pdf}, urlopenaccess = {http://ceur-ws.org/Vol-3261/paper5.pdf}, urlpdf = {http://ceur-ws.org/Vol-3261/paper5.pdf}, volume = 3261, year = 2022 }
@inproceedings{kins-cilc2022, author = {Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, booktitle = {CILC 2022 -- Italian Conference on Computational Logic}, dblp = {conf/cilc/MagniniCO22}, editor = {Calegari, Roberta and Ciatto, Giovanni and Omicini, Andrea}, iris = {11585/899494}, issn = {1613-0073}, keywords = {neural network; explainable AI; symbolic knowledge injection; KINS; PSyKI}, location = {Bologna, Italy}, numpages = 14, pages = {254--267}, publisher = {CEUR-WS}, scholar = {10469078385425944401}, scopus = {2-s2.0-85138240764}, series = {CEUR Workshop Proceedings}, subseries = {AI*IA Series}, title = {{KINS}: Knowledge Injection via Network Structuring}, url = {http://ceur-ws.org/Vol-3204/paper_25.pdf}, urlopenaccess = {http://ceur-ws.org/Vol-3204/paper_25.pdf}, urlpdf = {http://ceur-ws.org/Vol-3204/paper_25.pdf}, volume = 3204, year = 2022 }
@incollection{psyki-extraamas2022, author = {Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, booktitle = {Explainable and Transparent AI and Multi-Agent Systems}, chapter = 6, dblp = {conf/atal/MagniniCO22}, doi = {10.1007/978-3-031-15565-9_6}, editor = {Calvaresi, Davide and Najjar, Amro and Winikoff, Michael and Främling, Kary}, eisbn = {978-3-031-15565-9}, eissn = {1611-3349}, iris = {11585/899511}, isbn = {978-3-031-15564-2}, issn = {0302-9743}, keywords = {Symbolic Knowledge Injection, Explainable AI, XAI, Neural Networks, PSyKI}, note = {4th International Workshop, EXTRAAMAS 2022, Virtual Event, May 9--10, 2022, Revised Selected Papers}, pages = {90--108}, publisher = {Springer}, scholar = {7587528289517313138}, scopus = {2-s2.0-85138317005}, semanticscholar = {252545848}, series = {Lecture Notes in Computer Science}, title = {On the Design of {PSyKI}: a Platform for Symbolic Knowledge Injection into Sub-Symbolic Predictors}, url = {https://link.springer.com/chapter/10.1007/978-3-031-15565-9_6}, urlpdf = {https://link.springer.com/content/pdf/10.1007/978-3-031-15565-9_6.pdf}, volume = 13283, wos = {WOS:000870042100006}, year = 2022 }