4 papers
Differential Analysis of Microbial Interaction Networks
Marianna Milano, Pietro Hiram Guzzi
Microbiome studies increasingly indicate that disease-associated shifts cannot be understood from compositional changes alone. The functional architecture of microbial communities…
Kolmogorov Arnold Network Autoencoder in Medicine
Ugo Lomoio, Pierangelo Veltri, Pietro Hiram Guzzi
Deep learning neural networks architectures such Multi Layer Perceptrons (MLP) and Convolutional blocks still play a crucial role in nowadays research advancements. From a topologi…
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…
Decoding Rarity: Large Language Models in the Diagnosis of Rare Diseases
Valentina Carbonari, Pierangelo Veltri, Pietro Hiram Guzzi
Recent advances in artificial intelligence, particularly large language models LLMs, have shown promising capabilities in transforming rare disease research. This survey paper expl…