Andrea Agiollo
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Andrea Agiollo has a total of 1 co-authors. Here are the top co-authors by number of shared publications:
- Andrea Omicini
Alma Mater Studiorum—Università di Bologna
1 shared publication
Latest Publications
- Open Access
Integrating Machine Learning into Belief-Desire-Intention Agents: Current Advances and Open Challenges
Thanks to the remarkable human-like capabilities of machine learning (ML) models in perceptual and cognitive tasks, frameworks integrating ML within rational agent architectures are gaining traction. Yet, the landscape remains fragmented and incoherent, often focusing on embedding ML into generic agent containers while overlooking the expressive power of rational architectures--such as Belief-Desire-Intention (BDI) agents. This paper presents a fine-grained systematisation of existing approaches, using the BDI paradigm as a reference. Our analysis illustrates the fast-evolving literature on rational agents enhanced by ML, and identifies key research opportunities and open challenges for designing effective rational ML agents.
Open AccessIntegrating Machine Learning into Belief-Desire-Intention Agents: Current Advances and Open Challenges
Thanks to the remarkable human-like capabilities of machine learning (ML) models in perceptual and cognitive tasks, frameworks integrating ML within rational agent architectures are gaining traction. Yet, the landscape remains fragmented and incoherent, often focusing on embedding ML into generic agent containers while overlooking the expressive power of rational architectures--such as Belief-Desire-Intention (BDI) agents. This paper presents a fine-grained systematisation of existing approaches, using the BDI paradigm as a reference. Our analysis illustrates the fast-evolving literature on rational agents enhanced by ML, and identifies key research opportunities and open challenges for designing effective rational ML agents.