Per Year

11 publications with Google Scholar ID  /  1927–2024  /  Matteo Magnini
2024  •  2023  •  2022
 @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
} 
3 publications in 2024 with Google Scholar ID • topindexbottom
 @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
} 
5 publications in 2023 with Google Scholar ID • topindexbottom
 @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
} 
3 publications in 2022 with Google Scholar ID • topindexbottom