@article{skiqosMAS-JAAMAS, author={Agiollo, Andrea and Rafanelli, Andrea and Magnini, Matteo and Ciatto, Giovanni and Omicini, Andrea}, title={Symbolic knowledge injection meets intelligent agents: QoS metrics and experiments}, journal={Autonomous Agents and Multi-Agent Systems}, year={2023}, month={Jun}, day={23}, volume={37}, number={2}, pages={27}, issn={1573-7454}, doi={10.1007/s10458-023-09609-6}, url={https://doi.org/10.1007/s10458-023-09609-6} }
@article{DGCR23, author = {De Gasperis, Giovanni and Costantini, Stefania and Rafanelli, Andrea and Migliarini, Patrizio and Letteri, Ivan and Dyoub, Abeer}, title = "{Extension of constraint-procedural logic-generated environments for deep Q-learning agent training and benchmarking}", journal = {Journal of Logic and Computation}, year = {2023}, month = {06}, issn = {0955-792X}, doi = {10.1093/logcom/exad032}, url = {https://doi.org/10.1093/logcom/exad032}, note = {exad032}, eprint = {https://academic.oup.com/logcom/advance-article-pdf/doi/10.1093/logcom/exad032/50530031/exad032.pdf}, }
@article{10.3233/IA-230004, author = {Rafanelli, Andrea and Costantini, Stefania and De Gasperis, Giovanni}, title = "{Neural-logic Multi-agent System for Flood Event Detection}", booktitle = {Intelligenza Artificiale}, publisher = {IOS Press}, year = {2023}, vol = {17}, pages = {19-35} issn = {2211-0097}, doi = {10.3233/IA-230004}, url = {https://doi.org/10.3233/IA-230004}, }
Conferences 📚
@inproceedings{RafanelliDC23, author = {Andrea Rafanelli}, editor = {Enrico Pontelli and Stefania Costantini and Carmine Dodaro and Sarah Alice Gaggl and Roberta Calegari and Artur S. d'Avila Garcez and Francesco Fabiano and Alessandra Mileo and Alessandra Russo and Francesca Toni}, title = {Beyond Traditional Neural Networks: Toward adding Reasoning and Learning Capabilities through Computational Logic Techniques}, booktitle = {Proceedings 39th International Conference on Logic Programming, {ICLP} 2023, Imperial College London, UK, 9th July 2023 - 15th July 2023}, series = , volume = {385}, pages = {416--422}, year = {2023}, url = {https://doi.org/10.4204/EPTCS.385.51}, doi = {10.4204/EPTCS.385.51}, timestamp = {Wed, 25 Oct 2023 16:09:20 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2308-15899.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{RCO23, author = {Rafanelli, Andrea and Costantini, Stefania and Omicini, Andrea}, booktitle = {21st International Conference of the Italian Association for Artificial Intelligence (AIxIA 2022) }, publisher = {Sun SITE Central Europe, RWTH Aachen University}, series = {CEUR Workshop Proceedings}, subseries = {AIxIA Series}, title = {Position paper: On the role of abductive reasoning in semantic image segmentation}, }
Workshops ✍🏻
@article{RCDGRCRA23, author = {Rafanelli, Andrea and Costantini, Stefania and De Gasperis, Giovanni}, booktitle = {AIxIA23 -- IPS 2023, RCRA 2023, and SPIRIT 2023 Workshops Planning and Scheduling, Experimental Evaluation of Algorithms for Solving Problems with Combinatorial Explosion, and Strategies, Prediction, Interaction, and Reasoning}, editor = {Riccardo De Benedictis, Matteo Castiglioni, Diodato Ferraioli, Vadim Malvone, Marco Maratea, Enrico Scala, Luciano Serafini, Ivan Serina, Elisa Tosello, Alessandro Umbrico, Mauro Vallati}, issn = {1613-0073}, month = nov, publisher = {Sun SITE Central Europe, RWTH Aachen University}, series = {CEUR Workshop Proceedings}, subseries = {AIxIA Series}, title = {Towards Quality-of-Service Metrics for Symbolic Knowledge Injection}, url = {https://ceur-ws.org/Vol-3585/paper9_RCRA8.pdf}, url-pdf = {https://ceur-ws.org/Vol-3585/paper9_RCRA8.pdf}, volume = 3585, year = 2023}
@article{skiqs-woa2022, author = {Agiollo, Andrea and Rafanelli, Andrea and Omicini, Andrea}, booktitle = {WOA 2022 -- 23rd Workshop ``From Objects to Agents''}, editor = {Ferrando, Angelo and Mascardi, Viviana}, issn = {1613-0073}, keywords = { symbolic knowledge injection, quality of service, efficiency, understandability, robustness}, month = nov, pages = {30--47}, publisher = {Sun SITE Central Europe, RWTH Aachen University}, 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}, url-pdf = {http://ceur-ws.org/Vol-3261/paper3.pdf}, volume = 3261, year = 2022}
@article{RCG22, author = {Rafanelli, Andrea and Costantini, Stefania and De Gasperis, Giovanni}, booktitle = {WOA 2022 -- 23rd Workshop ``From Objects to Agents''}, editor = {Ferrando, Angelo and Mascardi, Viviana}, issn = {1613-0073}, keywords = {multi-agent-system, DALI, logic programming, PSP-Net, symbolic sub-symbolic integration}, month = nov, pages = {30--47}, publisher = {Sun SITE Central Europe, RWTH Aachen University}, series = {CEUR Workshop Proceedings}, subseries = {AIxIA Series}, title = {A Multi-Agent-System framework for flooding events}, url = {http://ceur-ws.org/Vol-3261/paper11.pdf}, url-pdf = {http://ceur-ws.org/Vol-3261/paper11.pdf}, volume = 3261, year = 2022}