@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
} @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
}
4 publications in 2023 with Semantic Scholar ID •
top •
index •
bottom @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
} @article{woa2021editorial-ia16,
author = {Calegari, Roberta and Ciatto, Giovanni and Omicini, Andrea and Vizzari, Giuseppe},
dblp = {journals/ia/CalegariCOV22},
doi = {10.3233/IA-220141},
editor = {Calegari, Roberta and Ciatto, Giovanni and Omicini, Andrea and Vizzari, Giuseppe},
eissn = {2211-0097},
iris = {11585/890645},
issn = {1724-8035},
journal = {Intelligenza Artificiale},
month = jul,
note = {Editorial},
number = 1,
numpages = 3,
pages = {3--5},
publisher = {IOS Press},
scholar = {6709418487090647027},
scopus = {2-s2.0-85134154125},
semanticscholar = {250399907},
title = {Special Issue for the 22nd {W}orkshop ``{F}rom {O}bjects to {A}gents'' ({WOA} 2021)},
url = {https://content.iospress.com/articles/intelligenza-artificiale/ia220141},
urlopenaccess = {https://content.iospress.com/download/intelligenza-artificiale/ia220141?id=intelligenza-artificiale/ia220141},
volume = 16,
wos = {WOS:000825367300001},
year = 2022
} @article{psyke-ia16,
author = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
dblp = {journals/ia/SabbatiniCCO22},
doi = {10.3233/IA-210120},
editor = {Calegari, Roberta and Ciatto, Giovanni and Omicini, Andrea and Vizzari, Giuseppe},
eissn = {2211-0097},
iris = {11585/890822},
issn = {1724-8035},
journal = {Intelligenza Artificiale},
keywords = {Explainable AI, knowledge extraction, interpretable prediction, PSyKE},
month = jul,
number = 1,
numpages = 22,
pages = {27--48},
publisher = {IOS Press},
scholar = {7559675640918015038},
scopus = {2-s2.0-85134193338},
semanticscholar = {250400188},
title = {Symbolic knowledge extraction from opaque {ML} predictors in {PSyKE}: Platform design \& experiments},
url = {https://content.iospress.com/articles/intelligenza-artificiale/ia220141},
volume = 16,
wos = {WOS:000825367300003},
year = 2022
} @incollection{hypercube-woa2022,
author = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
booktitle = {WOA 2022 -- 23rd Workshop ``From Objects to Agents''},
dblp = {conf/woa/SabbatiniCCO22},
editor = {Ferrando, Angelo and Mascardi, Viviana},
iris = {11585/899358},
issn = {1613-0073},
keywords = {Explainable AI; Knowledge extraction; Interpretable prediction; PSyKE},
month = nov,
numpages = 13,
pages = {48--60},
publisher = {Sun SITE Central Europe, RWTH Aachen University},
scholar = {8614662013642803891},
scopus = {2-s2.0-85142519111},
semanticscholar = {253270041},
series = {CEUR Workshop Proceedings},
subseries = {AIxIA Series},
title = {Hypercube-Based Methods for Symbolic Knowledge Extraction: Towards a Unified Model},
url = {http://ceur-ws.org/Vol-3261/paper4.pdf},
urlopenaccess = {http://ceur-ws.org/Vol-3261/paper4.pdf},
urlpdf = {http://ceur-ws.org/Vol-3261/paper4.pdf},
volume = 3261,
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
}
5 publications in 2022 with Semantic Scholar ID •
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bottom @incollection{shallow2deep-extraamas2021,
address = {Cham, Switzerland},
author = {Agiollo, Andrea and Ciatto, Giovanni and Omicini, Andrea},
booktitle = {Explainable and Transparent AI and Multi-Agent Systems. Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3--7, 2021, Revised Selected Papers},
dblp = {conf/atal/AgiolloCO21},
doi = {10.1007/978-3-030-82017-6_5},
editor = {Calvaresi, Davide and Najjar, Amro and Winikoff, Michael and Fr{\"a}mling, Kary},
eisbn = {978-3-030-82017-6},
eissn = {1611-3349},
iris = {11585/838540},
isbn = {978-3-030-82016-9},
issn = {0302-9743},
keywords = {Neural Architecture Search; Evolutionary Algorithm; Opacity; Interpretability},
numpages = 20,
pages = {63--82},
publisher = {Springer},
scholar = {8606811357246615623},
scopus = {2-s2.0-85113325735},
semanticscholar = {236460263},
series = {Lecture Notes in Computer Science},
subseries = {Lecture Notes in Artificial Intelligence},
title = {{\it Shallow2Deep}: Restraining Neural Networks Opacity through Neural Architecture Search},
url = {http://link.springer.com/10.1007/978-3-030-82017-6_5},
volume = 12688,
wos = {000691781800005},
year = 2021
} @article{2pkt-swx16,
articleno = 100817,
author = {Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
dblp = {journals/softx/CiattoCO21},
doi = {10.1016/j.softx.2021.100817},
iris = {11585/834368},
issn = {2352-7110},
journal = {SoftwareX},
keywords = {logic programming, artificial intelligence, Prolog, Kotlin, tuProlog},
month = dec,
numpages = 7,
pages = {100817:1--100817:7},
publisher = {Elsevier B.V.},
scholar = {11747595476298173121},
scopus = {2-s2.0-85122782224},
semanticscholar = {244208338},
title = {{\textsf{2}P-\textsc{Kt}}: A Logic-Based Ecosystem for Symbolic {AI}},
url = {https://www.sciencedirect.com/science/article/pii/S2352711021001126},
urlopenaccess = {https://cris.unibo.it/retrieve/handle/11585/834368/829533/1-s2.0-S2352711021001126-main.pdf},
urlpdf = {https://www.sciencedirect.com/sdfe/reader/pii/S2352711021001126/pdf},
volume = 16,
wos = {000706078900005},
year = 2021
} @incollection{2pkt-jelia2021,
author = {Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
booktitle = {Logics in Artificial Intelligence},
dblp = {conf/jelia/CiattoCO21},
doi = {10.1007/978-3-030-75775-5_27},
editor = {Faber, Wolfgang and Friedrich, Gerhard and Gebser, Martin and Morak, Michael},
iris = {11585/838787},
keywords = {Prolog; Stream processing; 2P-Kt; State machine},
note = {17th European Conference, JELIA 2021, Virtual Event, May 17--20, 2021, Proceedings},
numpages = 14,
pages = {407--420},
publisher = {Springer},
scholar = {10383616383578677634},
scopus = {2-s2.0-85111134199},
semanticscholar = {234475670},
series = {Lecture Notes in Computer Science},
subseries = {Lecture Notes in Artificial Intelligence},
title = {Lazy Stream Manipulation in {P}rolog via Backtracking: The Case of \textsf{2}{P}-\textsc{Kt}},
url = {http://link.springer.com/10.1007/978-3-030-75775-5_27},
urlpdf = {http://link.springer.com/content/pdf/10.1007/978-3-030-75775-5_27.pdf},
volume = 12678,
year = 2021
} @inproceedings{gnn-woa2021,
articleno = 8,
author = {Agiollo, Andrea and Ciatto, Giovanni and Omicini, Andrea},
booktitle = {WOA 2021 -- 22nd Workshop ``From Objects to Agents''},
dblp = {conf/woa/AgiolloCO21},
editor = {Calegari, Roberta and Ciatto, Giovanni and Denti, Enrico and Omicini, Andrea and Sartor, Giovanni},
iris = {11585/834362},
issn = {1613-0073},
keywords = {Graph Neural Networks, Machine Learning, Embedding, Computational Logic},
location = {Bologna, Italy},
month = oct,
note = {22nd Workshop ``From Objects to Agents'' (WOA 2021), Bologna, Italy, 1--3~} # sep # {~2021. Proceedings},
numpages = 18,
pages = {98--115},
publisher = {Sun SITE Central Europe, RWTH Aachen University},
scholar = {817372786663443317},
scopus = {2-s2.0-85116916925},
semanticscholar = {238360605},
series = {CEUR Workshop Proceedings},
subseries = {AI*IA Series},
title = {Graph Neural Networks as the Copula Mundi between Logic and Machine Learning: A Roadmap},
url = {http://ceur-ws.org/Vol-2963/paper18.pdf},
volume = 2963,
year = 2021
} @article{lptech4mas-jaamas35,
articleno = 1,
author = {Calegari, Roberta and Ciatto, Giovanni and Mascardi, Viviana and Omicini, Andrea},
dblp = {journals/aamas/CalegariCMO21},
doi = {10.1007/s10458-020-09478-3},
editor = {Bergenti, Federico and Baldoni, Matteo and Winikoff, Michael and Seghrouchni, Amal El Fallah},
eissn = {1573-7454},
iris = {11585/775368},
issn = {1387-2532},
journal = {Autonomous Agents and Multi-Agent Systems},
keywords = {SLR; Logic-based Technologies; MAS},
note = {Collection ``Current Trends in Research on Software Agents and Agent-Based Software Development''},
number = 1,
numpages = 67,
pages = {1:1--1:67},
publonsid = {34852575},
scholar = {3394967429087589940},
scopus = {2-s2.0-85092892414},
semanticscholar = {225142049},
title = {Logic-based Technologies for Multi-agent Systems: A Systematic Literature Review},
url = {http://link.springer.com/10.1007/s10458-020-09478-3},
urlpdf = {https://link.springer.com/content/pdf/10.1007/s10458-020-09478-3.pdf},
volume = 35,
wos = {000579434600001},
year = 2021
}
5 publications in 2021 with Semantic Scholar ID •
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index •
bottom @article{coordination-jlamp2020,
articleno = 100531,
author = {Ciatto, Giovanni and Di Marzo Serugendo, Giovanna and Louvel, Maxime and Mariani, Stefano and Omicini, Andrea and Zambonelli, Franco},
dblp = {journals/jlap/CiattoMSLOZ20},
doi = {10.1016/j.jlamp.2020.100531},
editor = {De Nicola, Rocco},
iris = {11585/746605},
issn = {2352-2208},
journal = {Journal of Logical and Algebraic Methods in Programming},
keywords = {coordination technologies; middleware; survey},
month = jun,
note = {Special Issue ``20 Years of Coordination Models and Languages''},
numpages = 25,
pages = {100531:1--25},
publisher = {Elsevier Science B.V.},
scholar = {5771430051197203219},
scopus = {2-s2.0-85092901278},
semanticscholar = {211731248},
title = {Twenty Years of Coordination Technologies: {COORDINATION} contribution to the State of Art},
url = {http://www.sciencedirect.com/science/article/pii/S235222082030016X},
urlopenaccess = {https://cris.unibo.it/retrieve/3efbf817-89a4-4226-bd2d-3d480df01dd3/Twenty%20Years%20of%20Coordination%20Technologies%20COORDINATION%20Contribution%20to%20the%20State%20of%20Art%20%28postprint%29.pdf},
volume = 113,
wos = {000528260400001},
year = 2020
} @article{blockchainmas-applsci10,
articleno = 7460,
author = {Ciatto, Giovanni and Mariani, Stefano and Omicini, Andrea and Zambonelli, Franco},
doi = {10.3390/app10217460},
editor = {Tonelli, Roberto and Ortu, Marco and Pinna, Andrea},
iris = {11585/775705},
issn = {2076-3417},
journal = {Applied Sciences},
keywords = {blockchain; smart contracts; agents; autonomy; multi-agent systems; Tenderfone},
month = oct,
note = {Special Issue ``Advances in Blockchain Technology and Applications 2020''},
number = 21,
numpages = 22,
pages = {7460:1--7460:22},
publisher = {MDPI},
scholar = {3552587418093943018},
scopus = {2-s2.0-85094167294},
semanticscholar = {228967442},
series = {Advances in Blockchain Technology and Applications 2020},
title = {From Agents to Blockchain: Stairway to Integration},
url = {https://www.mdpi.com/2076-3417/10/21/7460},
urlpdf = {https://www.mdpi.com/2076-3417/10/21/7460/pdf},
volume = 10,
wos = {000589159900001},
year = 2020
} @incollection{agentbasedxai-extraamas2020,
author = {Ciatto, Giovanni and Schumacher, Michael I. and Omicini, Andrea and Calvaresi, Davide},
booktitle = {Explainable, Transparent Autonomous Agents and Multi-Agent Systems},
dblp = {conf/atal/CiattoSOC20},
doi = {10.1007/978-3-030-51924-7_1},
editor = {Calvaresi, Davide and Najjar, Amro and Winikoff, Michael and Fr{\"a}mling, Kary},
eisbn = {978-3-030-51924-7},
iris = {11585/7659520},
isbn = {978-3-030-51923-0},
keywords = {Explainable artificial intelligence; Multi-agent systems; Understandability; Explainability; Interpretability},
note = {Second International Workshop, EXTRAAMAS 2020, Auckland, New Zealand, May 9--13, 2020, Revised Selected Papers},
numpages = 18,
pages = {3--20},
publisher = {Springer, Cham},
scholar = {11079091667000659249},
scopus = {2-s2.0-85088588789},
semanticscholar = {220381901},
series = {Lecture Notes in Computer Science},
subseries = {Lecture Notes in Artificial Intelligence},
title = {Agent-Based Explanations in {AI}: Towards an Abstract Framework},
url = {http://link.springer.com/chapter/10.1007/978-3-030-51924-7_1},
urlopenaccess = {https://cris.unibo.it/retrieve/b060a9ea-0f10-4ea4-bfa9-af4a2405e7c4/Author%20postprint.pdf},
urlpdf = {http://link.springer.com/content/pdf/10.1007%2F978-3-030-51924-7_1.pdf},
volume = 12175,
wos = {000695272300001},
year = 2020
} @article{xaisurvey-ia14,
author = {Calegari, Roberta and Ciatto, Giovanni and Omicini, Andrea},
booktitle = {Special Issue for the Twentieth Edition of the Workshop `From Objects to Agents'},
dblp = {journals/ia/CalegariCO20},
doi = {10.3233/IA-190036},
editor = {Baldoni, Matteo and Bergenti, Federico and Monica, Stefania and Vizzari, Giuseppe},
iris = {11585/772707},
journal = {Intelligenza Artificiale},
keywords = {XAI, symbolic and sub-symbolic AI, explainability, interpretability, trustable system},
month = sep,
note = {Special Issue for the Twentieth Edition of the Workshop `From Objects to Agents'},
number = 1,
numpages = 26,
pages = {7--32},
publisher = {IOS Press},
scholar = {14107040211648876458},
scopus = {2-s2.0-85092388493},
semanticscholar = {222137614},
title = {On the integration of symbolic and sub-symbolic techniques for {XAI}: A survey},
url = {http://content.iospress.com/articles/intelligenza-artificiale/ia190036},
volume = 14,
wos = {000574865700002},
year = 2020
}
4 publications in 2020 with Semantic Scholar ID •
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0000-0002-1841-8996