During my time at Mila, I have had many great opportunities to do research alongside brilliant researchers. I am enthusiastic about exploring the situations where causality and invariance coincide, hence providing a much richer representation that could be exploited in various tasks. I have spent some time doing research on learning reusable independent mechanisms in the form of factor graphs, learning disentangled object-centric representations, and how the latter interplays with the former. These works resulted in publications at ICLR 2024 and NeurIPS 2023 (see publications).