Per Year
@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 }