I am a third-year Ph.D. student in Computer Science at the University of Pisa, under the supervision of Prof. Davide Bacciu and Dr. Claudio Gallicchio. My research focus is wrapped around the concept of learning in pervasive environments, merging Federated Learning and Continual Learning with methodologies for learning under resource constraints, including Reservoir Computing and Randomized Neural Systems.