Pierrick Leroy

Dottorando in Intelligenza Artificiale , 39o ciclo (2023-2026)
Dipartimento di Scienze Matematiche "G. L. Lagrange" (DISMA)

Profilo

Dottorato di ricerca

Argomento di ricerca

Geometric and topological methods for AI

Tutori

Interessi di ricerca

Explainable ML
Generative models and Generative Adversarial Networks
Knowledge representation and reasoning

Biografia

Hello! I’m Pierrick, a PhD student supervised by Prof. Francesco Vaccarino and Prof. Giovanni Petri. My current research focuses on topological data analysis tools for machine and especially deep learning. We aim to extract topological and geometric information, either from data represented internally by trained models or from the space of parameters learned during the training process. In particular, we are interested in understanding how topology and geometry intertwine with the process of learning via TDA and Morse theory. By doing so, we hope to shed some light on the inner workings of deep learning.

Ricerca

Gruppi di ricerca

Pubblicazioni

Pubblicazioni più recenti Vedi tutte le pubblicazioni su Porto@Iris