3 papers
cs.CL2025
HealthBranches: Synthesizing Clinically-Grounded Question Answering Datasets via Decision Pathways
Cristian Cosentino, Annamaria Defilippo, Marco Dossena +3
HealthBranches is a novel benchmark dataset for medical Question-Answering (Q&A), specifically designed to evaluate complex reasoning in Large Language Models (LLMs). This dataset…
cs.SI2025
ExDiff: A Framework for Simulating Diffusion Processes on Complex Networks with Explainable AI Integration
Annamaria Defilippo, Ugo Lomoio, Barbara Puccio +2
Understanding and controlling diffusion processes in complex networks is critical across domains ranging from epidemiology to information science. Here, we present ExDiff, an inter…
cs.LG2024
Leveraging graph neural networks for supporting Automatic Triage of Patients
Annamaria Defilippo, Pierangelo Veltri, Pietro Lio' +1
Patient triage plays a crucial role in emergency departments, ensuring timely and appropriate care based on correctly evaluating the emergency grade of patient conditions. Triage m…