Talks

• We Were Deep in NeSy When LLM Happened (invited talk @ Large and Small Language Models: stato dell’arte fra limiti e prospettive, 27/09/2024) — Andrea Omicini (Andrea Omicini, Andrea Agiollo, Giovanni Ciatto, Matteo Magnini)
• Peer-Reviewed Federated Learning (talk @ WOA 2023, 07/11/2023) — Andrea Omicini (Mattia Passeri, Andrea Agiollo, Andrea Omicini)
• Measuring Trustworthiness in Neuro-Symbolic Integration (invited talk @ FedCSIS 2023, 19/09/2023) — Andrea Omicini (Andrea Omicini, Andrea Agiollo)
• GNN4IFA: Interest Flooding Attack Detection With Graph Neural Networks (talk @ EuroS&P 2023, 05/07/2023) — Andrea Agiollo, Enkeleda Bardhi (Andrea Agiollo, Enkeleda Bardhi, Mauro Conti, Riccardo Lazzeretti, Eleonora Losiouk, Andrea Omicini)
• The Quarrel of Local Post-hoc Explainers for Moral Values Classification in Natural Language Processing (talk @ EXTRAAMAS 2023 @ AAMAS 2023, 29/05/2023) — Andrea Agiollo (Andrea Agiollo, Luciano C. Siebert, Pradeep K. Murukannaiah, Andrea Omicini)
• Bridging Symbolic and Sub-Symbolic AI: Towards Cooperative Transfer Learning in Multi-Agent Systems (talk @ AIxIA 2022, 29/11/2022) — Matteo Magnini (Matteo Magnini, Giovanni Ciatto, Andrea Omicini)
• Symbolic Knowledge Injection via PSyKI. A Tutorial (tutorial @ PRIMA 2022, 16/11/2022) — Giovanni Ciatto (Giovanni Ciatto, Matteo Magnini)
• Symbolic Knowledge Extraction via PSyKE. A Tutorial (tutorial @ PRIMA 2022, 16/11/2022) — Giovanni Ciatto (Giovanni Ciatto, Matteo Magnini, Federico Sabbatini)
• Hypercube-Based Methods for Symbolic Knowledge Extraction: Towards a Unified Model (talk @ WOA 2022, 01/09/2022) — Federico Sabbatini (Federico Sabbatini, Giovanni Ciatto, Roberta Calegari, Andrea Omicini)
• A view to a KILL: Knowledge Injection via Lambda Layer (talk @ WOA 2022, 01/09/2022) — Matteo Magnini (Matteo Magnini, Giovanni Ciatto, Andrea Omicini)
• Logic Programming library for Machine Learning: API design and prototype (talk @ CILC 2022, 01/08/2022) — Giovanni Ciatto (Giovanni Ciatto, Matteo Castiglio, Roberta Calegari)
• KINS: Knowledge Injection via Network Structuring (talk @ CILC 2022, 01/07/2022) — Matteo Magnini (Matteo Magnini, Giovanni Ciatto, Andrea Omicini)
• SKI: Symbolic Knowledge Injection, state of the art and research perspectives (project presentation @ EXPECTATION Meeting, 09/06/2022) — Matteo Magnini (Matteo Magnini, Giovanni Ciatto, Andrea Omicini)
• On the Design of PSyKI: a Platform for Symbolic Knowledge Injection into Sub-Symbolic Predictors (talk @ EXTRAAMAS 2022 @ AAMAS 2022, 09/05/2022) — Matteo Magnini (Matteo Magnini, Giovanni Ciatto, Andrea Omicini)
• Semantic Web-based Interoperability for Intelligent Agents with PSyKE (talk @ EXTRAAMAS 2022 @ AAMAS 2022, 09/05/2022) — Federico Sabbatini (Federico Sabbatini, Giovanni Ciatto, Andrea Omicini)
• On the Design of PSyKE: A Platform for Symbolic Knowledge Extraction (talk @ WOA 2021, 01/09/2021) — Federico Sabbatini (Federico Sabbatini, Giovanni Ciatto, Roberta Calegari, Andrea Omicini)
• Agents Explaining to Agents (panel presentation @ EXTRAAMAS 2021 @ AAMAS 2021, 04/05/2021) — Andrea Omicini (Andrea Omicini)
• Shallow2Deep: Restraining Neural Networks Opacity through Neural Architecture Search (talk @ EXTRAAMAS 2021 @ AAMAS 2021, 03/05/2021) — Andrea Agiollo (Andrea Agiollo, Giovanni Ciatto, Andrea Omicini)
• GridEx: An Algorithm for Knowledge Extraction from Black-Box Regressors (talk @ EXTRAAMAS 2021 @ AAMAS 2021, 03/05/2021) — Federico Sabbatini (Federico Sabbatini, Giovanni Ciatto, Andrea Omicini)