I am a bachelor's student at Sapienza Università di Roma. I work under Simone Scardapane's and Alessio Devoto's supervision on: generative modelling, Diffusion Language Models, and interpretability.
I'm interested in how we can better understand the stochastic processes generative models approximate, and in measuring how much the theoretical frameworks are really contributing to the dynamics of networks' learning process. I'm also concerned with developing scalable techniques for interpreting models; as network complexity has scaled so rapidly, I'm keen on complexity-friendly techniques that can generalise to broad classes of models, ideally without hand-crafting them case by case: using the complexity of networks to understand the complexity of networks.