@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
} @inproceedings{psyke-woa2021,
articleno = 3,
author = {Sabbatini, Federico and Ciatto, Giovanni and Calegari, Roberta and Omicini, Andrea},
booktitle = {WOA 2021 -- 22nd Workshop ``From Objects to Agents''},
dblp = {conf/woa/SabbatiniCCO21},
editor = {Calegari, Roberta and Ciatto, Giovanni and Denti, Enrico and Omicini, Andrea and Sartor, Giovanni},
iris = {11585/834364},
issn = {1613-0073},
keywords = {explainable AI, knowledge extraction, interpretable prediction, PSyKE},
location = {Bologna, Italy},
month = oct,
note = {22nd Workshop ``From Objects to Agents'' (WOA 2021), Bologna, Italy, 1--3~} # sep # {~2021. Proceedings},
numpages = 20,
pages = {29--48},
publisher = {Sun SITE Central Europe, RWTH Aachen University},
scholar = {879185583484020388},
scopus = {2-s2.0-85116894019},
series = {CEUR Workshop Proceedings},
subseries = {AI*IA Series},
title = {On the Design of {PSyKE}: A Platform for Symbolic Knowledge Extraction},
url = {http://ceur-ws.org/Vol-2963/paper14.pdf},
volume = 2963,
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{expectation-extraamas2021,
address = {Basel, Switzerland},
author = {Calvaresi, Davide and Ciatto, Giovanni and Najjar, Amro and Aydoğan, Reyhan and Van der Torre, Leon and Omicini, Andrea and Schumacher, Michael I.},
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/CalvaresiCNATO021},
doi = {10.1007/978-3-030-82017-6_20},
editor = {Calvaresi, Davide and Najjar, Amro and Winikoff, Michael and Främling, Kary},
eisbn = {978-3-030-82017-6},
eissn = {1611-3349},
iris = {11585/838535},
isbn = {978-3-030-82016-9},
issn = {0302-9743},
keywords = {Multi-agent systems; eXplanable AI; Chist-Era IV; Personalisation; Decentralisation; Expectation},
month = jul,
pages = {331--343},
publisher = {Springer Nature},
scholar = {13608075469949443971},
scopus = {2-s2.0-85113351710},
series = {Lecture Notes in Computer Science},
subseries = {Lecture Notes in Artificial Intelligence},
title = {{\textsc{Expectation}}: Personalized Explainable Artificial Intelligence for Decentralized Agents with Heterogeneous Knowledge},
url = {http://link.springer.com/10.1007/978-3-030-82017-6_20},
urlopenaccess = {https://cris.unibo.it/retrieve/handle/11585/838535/839498/extraamas-2021-expectation.pdf},
urlpdf = {http://link.springer.com/content/pdf/10.1007/978-3-030-82017-6_20.pdf},
volume = 12688,
wos = {000691781800020},
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
} @incollection{gridex-extraamas2021,
address = {Cham, Switzerland},
author = {Sabbatini, Federico 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/SabbatiniCO21},
doi = {10.1007/978-3-030-82017-6_2},
editor = {Calvaresi, Davide and Najjar, Amro and Winikoff, Michael and Främling, Kary},
eisbn = {978-3-030-82017-6},
eissn = {1611-3349},
iris = {11585/834616},
isbn = {978-3-030-82016-9},
issn = {0302-9743},
keywords = {Explainable AI; Knowledge extraction; Interpretable prediction; Regression; Iter; GridEx},
month = jul,
numpages = 21,
pages = {18--38},
publisher = {Springer Nature},
scholar = {855045469053426346},
scopus = {2-s2.0-85113335454},
series = {Lecture Notes in Computer Science},
subseries = {Lecture Notes in Artificial Intelligence},
title = {{GridEx}: An Algorithm for Knowledge Extraction from Black-Box Regressors},
url = {http://link.springer.com/10.1007/978-3-030-82017-6_2},
urlopenaccess = {https://cris.unibo.it/retrieve/handle/11585/834616/830237/extraamas-2021-iter.pdf},
urlpdf = {https://link.springer.com/content/pdf/10.1007%2F978-3-030-82017-6_2.pdf},
volume = 12688,
wos = {000691781800002},
year = 2021
} @inproceedings{lptech4mas-aamas2021,
acm = {10.5555/3463952.3464214},
author = {Calegari, Roberta and Ciatto, Giovanni and Mascardi, Viviana and Omicini, Andrea},
booktitle = {20th International Conference on Autonomous Agents and Multiagent Systems (AAMAS-2021)},
dblp = {journals/aamas/CalegariCMO21},
iris = {11585/819065},
isbn = {978-1-4503-8307-3},
issn = {2523-5699},
keywords = {SLR, Logic-based Technologies, MAS},
month = may,
note = {Summary of ``Logic-based Technologies for Multi-agent Systems: A Systematic Literature Review''},
numpages = 3,
pages = {1721-1723},
scholar = {10241330461334370464},
scopus = {2-s2.0-85112328211},
title = {Logic-based Technologies for Multi-agent Systems: Summary of a Systematic Literature Review},
url = {http://dl.acm.org/doi/10.5555/3463952.3464214},
urlpdf = {http://www.ifaamas.org/Proceedings/aamas2021/pdfs/p1721.pdf},
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
} 
0000-0002-1841-8996