Per anno

 @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{skenlp-jaamas38,
    articleno = 32,
    author = {Agiollo, Andrea and Siebert, Luciano Cavalcante and Murukannaiah, Pradeep Kumar and Omicini, Andrea},
    dblp = {journals/aamas/AgiolloSMO24},
    doi = {10.1007/s10458-024-09663-8},
    iris = {11585/973894},
    journal = {Autonomous Agents and Multi-Agent Systems},
    keywords = {Natural language processing, post-hoc explanations, symbolic knowledge extraction, eXplainable AI, resource-friendly AI},
    month = jul,
    note = {Special Issue on Multi-Agent Systems and Explainable AI},
    numpages = 33,
    pages = {1--33},
    publisher = {Springer},
    scholar = {13114388339509722903},
    scopus = {2-s2.0-85197706028},
    semanticscholar = {271083044},
    title = {From Large Language Models to Small Logic Programs: Building Global Explanations from Disagreeing Local Post-hoc Explainers},
    url = {http://link.springer.com/10.1007/s10458-024-09663-8},
    urlopenaccess = {https://link.springer.com/content/pdf/10.1007/s10458-024-09663-8.pdf},
    urlpdf = {https://link.springer.com/content/pdf/10.1007/s10458-024-09663-8.pdf},
    volume = 38,
    wos = {WOS:001264787900001},
    year = 2024
} 

 @article{eneafl-fgcs154,
    author = {Agiollo, Andrea and Bellavista, Paolo and Mendula, Matteo and Omicini, Andrea},
    dblp = {journals/fgcs/AgiolloBMO24},
    doi = {10.1016/j.future.2024.01.007},
    editor = {Hao Wu and Carlo Puliafito and Omer F. Rana and Luiz F. Bittencourt},
    iris = {11585/953081},
    issn = {0167-739X},
    journal = {Future Generation Computer Systems},
    keywords = {Serverless, Federated Learning, Energy Management, Internet of Things, Resource-constrained Learning},
    month = may,
    note = {Special Issue ``Serverless Computing in the Cloud-to-Edge Continuum''},
    numpages = 16,
    pages = {219--234},
    publisher = {Elsevier Science B.V.},
    scholar = {15164122000920541506},
    scopus = {2-s2.0-85182399653},
    semanticscholar = {268131278},
    title = {{EneA-FL}: Energy-aware Orchestration for Serverless Federated Learning},
    url = {https://www.sciencedirect.com/science/article/pii/S0167739X24000074},
    volume = 154,
    wos = {WOS:001164533000001},
    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
} 

 @inproceedings{samis-kdd2024,
    acm = {3671985},
    author = {Agiollo, Andrea and Young In Kim and Khanna, Rajiv},
    dblp = {conf/kdd/AgiolloKK24},
    doi = {10.1145/3637528.3671985},
    journal = {Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD '24), August 25–29, 2024, Barcelona, Spain},
    keywords = {Neural Networks, Data-efficient Learning, Memorization, Flatness},
    month = aug,
    numpages = 12,
    pages = {17--28},
    publisher = {ACM},
    scholar = {8151925308990231563},
    title = {Approximating Memorization Using Loss Surface Geometry for Dataset Pruning and Summarization},
    url = {https://dl.acm.org/doi/10.1145/3637528.3671985},
    urlopenaccess = {https://dl.acm.org/doi/pdf/10.1145/3637528.3671985},
    urlpdf = {https://dl.acm.org/doi/pdf/10.1145/3637528.3671985},
    year = 2024
} 

 @inproceedings{gnnforifa-eurosp2023,
    address = {Los Alamitos, CA, USA},
    author = {Agiollo, Andrea and Bardhi, Enkeleda and Conti, Mauro and Lazzeretti, Riccardo and Losiouk, Eleonora and Omicini, Andrea},
    booktitle = {2023 IEEE 8th European Symposium on Security and Privacy (EuroS\&P)},
    dblp = {conf/eurosp/AgiolloBCLLO23},
    doi = {10.1109/EuroSP57164.2023.00043},
    ieee = {10190497},
    iris = {11585/935157},
    isbn = {978-1-6654-6512-0},
    location = {Delft, Netherlands},
    month = jul,
    numpages = 16,
    organization = {IEEE Computer Society},
    pages = {615--630},
    publisher = {IEEE Computer Society},
    scholar = {17982957357366969368},
    scopus = {2-s2.0-85168119525},
    title = {{GNN4IFA}: Interest Flooding Attack Detection With Graph Neural Networks},
    url = {https://www.computer.org/csdl/proceedings-article/eurosp/2023/651200a615},
    urlpdf = {https://csdl-downloads.ieeecomputer.org/proceedings/eurosp/2023/6512/00/651200a615.pdf},
    wos = {WOS:001046858400034},
    year = 2023
} 

 @inproceedings{keynote-fedcsis2023,
    author = {Agiollo, Andrea and Omicini, Andrea},
    booktitle = {Proceedings of the 18th Conference on Computer Science and Intelligence Systems},
    dblp = {conf/fedcsis/AgiolloO23},
    doi = {10.15439/2023F6019},
    editor = {Maria Ganzha and Leszek Maciaszek and Marcin Paprzycki and Dominik Ślęzak},
    eisbn = {978-83-967447-8-4},
    ieee = {10305942},
    iris = {11585/951750},
    isbn = {978-83-969601-0-8},
    isbn13 = {978-83-967447-9-1},
    issn = {2300-5963},
    month = sep,
    numpages = 10,
    pages = {1--10},
    scholar = {4358274351024166022},
    scopus = {2-s2.0-85179180821},
    series = {Annals of Computer Sciences and Information Systems},
    title = {Measuring Trustworthiness in Neuro-Symbolic Integration},
    url = {https://annals-csis.org/Volume_35/drp/6019.html},
    urlopenaccess = {https://annals-csis.org/Volume_35/drp/pdf/6019.pdf},
    urlpdf = {https://annals-csis.org/Volume_35/drp/pdf/6019.pdf},
    volume = 35,
    year = 2023
} 

 @inproceedings{prfl-woa2023,
    author = {Passeri, Mattia and Agiollo, Andrea and Omicini, Andrea},
    booktitle = {WOA 2023 -- 24th Workshop ``From Objects to Agents''},
    dblp = {conf/woa/PasseriAO23},
    editor = {Falcone, Rino and Castelfranchi, Cristiano and Sapienza, Alessandro and Cantucci, Filippo},
    iris = {11585/950373},
    issn = {1613-0073},
    keywords = {Federated Learning; non-IID data; Peer-review},
    month = nov,
    numpages = 17,
    pages = {49--65},
    publisher = {Sun SITE Central Europe, RWTH Aachen University},
    scholar = {7461839519241304430},
    scopus = {2-s2.0-85179627285},
    series = {CEUR Workshop Proceedings},
    subseries = {AIxIA Series},
    title = {Peer-Reviewed Federated Learning},
    url = {https://ceur-ws.org/Vol-3579/paper4.pdf},
    urlopenaccess = {https://ceur-ws.org/Vol-3579/paper4.pdf},
    urlpdf = {https://ceur-ws.org/Vol-3579/paper4.pdf},
    volume = 3579,
    year = 2023
} 

 @incollection{quarrel-extraamas2023,
    apice = {QuarrelExtraamas2023},
    author = {Agiollo, Andrea and Siebert, Luciano C. and Murukannaiah, Pradeep K. and Omicini, Andrea},
    booktitle = {Explainable and Transparent {AI} and Multi-Agent Systems},
    chapter = 6,
    dblp = {conf/extraamas/AgiolloSMO23},
    doi = {10.1007/978-3-031-40878-6_6},
    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 = {11585/940734},
    isbn = {978-3-031-40878-6},
    issn = {0302-9743},
    keywords = {Natural Language Processing, Moral Values Classification, eXplainable Artificial Intelligence, Local Post-hoc Explanations.},
    month = sep,
    numpages = 19,
    pages = {97--115},
    publisher = {Springer},
    scholar = {16243619767560534499},
    scopus = {2-s2.0-85172189313},
    series = {Lecture Notes in Computer Science},
    subseries = {Lecture Notes in Artificial Intelligence},
    title = {The Quarrel of Local Post-hoc Explainers for Moral Values Classification in Natural Language Processing},
    url = {http://link.springer.com/10.1007/978-3-031-40878-6_6},
    urlpdf = {https://link.springer.com/content/pdf/10.1007/978-3-031-40878-6_6.pdf},
    volume = 14127,
    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
} 

 @incollection{skiqs-woa2022,
    author = {Agiollo, Andrea and Rafanelli, Andrea and Omicini, Andrea},
    booktitle = {WOA 2022 -- 23rd Workshop ``From Objects to Agents''},
    dblp = {conf/woa/AgiolloRO22},
    editor = {Ferrando, Angelo and Mascardi, Viviana},
    iris = {11585/899383},
    issn = {1613-0073},
    keywords = {symbolic knowledge injection, quality of service, efficiency, understandability, robustness},
    month = nov,
    numpages = 18,
    pages = {30--47},
    publisher = {Sun SITE Central Europe, RWTH Aachen University},
    scholar = {5478874943780106057},
    scopus = {2-s2.0-85142522311},
    semanticscholar = {253270240},
    series = {CEUR Workshop Proceedings},
    subseries = {AIxIA Series},
    title = {Towards Quality-of-Service Metrics for Symbolic Knowledge Injection},
    url = {http://ceur-ws.org/Vol-3261/paper3.pdf},
    urlopenaccess = {http://ceur-ws.org/Vol-3261/paper3.pdf},
    urlpdf = {http://ceur-ws.org/Vol-3261/paper3.pdf},
    volume = 3261,
    year = 2022
} 

 @inproceedings{gnn2gnn-uai2022,
    author = {Agiollo, Andrea and Omicini, Andrea},
    booktitle = {Uncertainty in Artificial Intelligence},
    dblp = {conf/uai/AgiolloO22},
    editor = {Cussens, James and Zhang, Kun},
    iris = {11585/899465},
    issn = {2640-3498},
    keywords = {Graph Neural Networks, Neural Architecture Search, Generative Adversarial Networks},
    month = aug,
    note = {Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence, {UAI} 2022, 1-5 August 2022, Eindhoven, The Netherlands},
    numpages = 11,
    pages = {32--42},
    publisher = {ML Research Press},
    scholar = {3643983533846865361},
    scopus = {2-s2.0-85163345190},
    series = {Proceedings of Machine Learning Research},
    title = {{GNN2GNN}: Graph Neural Networks to Generate Neural Networks},
    url = {https://proceedings.mlr.press/v180/agiollo22a.html},
    urlopenaccess = {https://proceedings.mlr.press/v180/agiollo22a/agiollo22a.pdf},
    volume = 180,
    wos = {WOS:001228408900004},
    year = 2022
} 

 @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{nnconstrained-applsci11,
    articleno = 11957,
    author = {Agiollo, Andrea and Omicini, Andrea},
    doi = {10.3390/app112411957},
    iris = {11585/842440},
    issn = {2076-3417},
    journal = {Applied Sciences},
    keywords = {Load Classification; Neural Networks; Embedding; Hyper-constrained Devices},
    month = dec,
    note = {Special Issue ``Artificial Intelligence and Data Engineering in Engineering Applications''},
    number = 24,
    publisher = {MDPI},
    scholar = {14515352047550375229},
    scopus = {2-s2.0-85121296114},
    title = {Load Classification: A Case Study for Applying Neural Networks in Hyper-Constrained Embedded Devices},
    url = {https://www.mdpi.com/2076-3417/11/24/11957},
    url-openaccess = {https://www.mdpi.com/2076-3417/11/24/11957/pdf},
    urlopenaccess = {https://www.mdpi.com/2076-3417/11/24/11957/pdf},
    urlpdf = {https://www.mdpi.com/2076-3417/11/24/11957/pdf},
    volume = 11,
    wos = {000735509300001},
    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
}