@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
} @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
} @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
} @inproceedings{exactLearningLLM-dl2024,
articleno = 32,
author = {Magnini, Matteo and Ana Ozaki and Squarcialupi, Riccardo},
booktitle = {Proceedings of the 37th International Workshop on Description Logics {(DL} 2024), Bergen, Norway, June 18-21, 2024},
dblp = {conf/dlog/MagniniOS24},
editor = {Laura Giordano and Jean Christoph Jung and Ana Ozaki},
iris = {11585/996984},
issn = {1613-0073},
keywords = {Active Learning, Ontologies, Language Models},
month = jun,
note = {Extended abstract},
numpages = 5,
pages = {32:1--6},
publisher = {CEUR-WS.org},
series = {{CEUR} Workshop Proceedings},
title = {Actively Learning Ontologies from LLMs: First Results (Extended Abstract)},
url = {https://ceur-ws.org/Vol-3739/abstract-18.pdf},
urlopenaccess = {https://ceur-ws.org/Vol-3739/abstract-18.pdf},
urlpdf = {https://ceur-ws.org/Vol-3739/abstract-18.pdf},
volume = 3739,
year = 2024
} @inproceedings{llmbasedhealthcarechatbots-telmed2024,
author={Montagna, Sara and Aguzzi, Gianluca and Ferretti, Stefano and Pengo, Martino Francesco and Klopfenstein, Lorenz Cuno and Ungolo, Michelangelo and Magnini, Matteo},
booktitle={2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)},
keywords = {large language model, medical chatbot, chronic disease management},
title={LLM-based Solutions for Healthcare Chatbots: a Comparative Analysis},
year={2024},
volume={},
number={},
pages={346-351},
keywords={Pervasive computing;Privacy;Filtering;Conferences;Computational modeling;Medical services;Chatbots;Large Language Model;Medical Chatbot;Chronic Disease Management},
doi={10.1109/PerComWorkshops59983.2024.10503257}}
@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},
dblp = {conf/aequitas/MagniniCCO24},
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},
scopus = {2-s2.0-85210042328},
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
} @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
} @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
} @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
} 
0000-0001-9990-420X