Martina Cinquini is a third-year Ph.D. student in Computer Science at the University of Pisa, supervised by Riccardo Guidotti and Salvatore Ruggieri. The key insight of her research is to design and develop effective methods that discover and exploit causal knowledge to uncover and prevent discrimination and to promote the interpretability of ML models.