Per Year

@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},
   month = aug,
   note = {Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence, {UAI} 2022, 1-5 August 2022, Eindhoven, The Netherlands},
   pages = {32--42},
   publisher = {ML Research Press},
   scholar = {3643983533846865361},
   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,
   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
}