Embrace the Gap: VAEs Perform Independent Mechanism Analysis. - Patrik Reizinger; Luigi Gresele; Jack Brady; Julius von Kügelgen; Dominik Zietlow; Bernhard Schölkopf; Georg Martius; Wieland Brendel; Michel Besserve (NeurIPS, 2022)

ima-vae. - Patrik Reizinger; Luigi Gresele; Jack Brady; Dominik Zietlow; Julius von Kügelgen; Michel Besserve; Georg Martius; Wieland Brendel; Bernhard Schölkopf (Zenodo, 2022)

Provably Learning Object-Centric Representations. - Jack Brady; Roland S. Zimmermann; Yash Sharma 001; Bernhard Schölkopf; Julius von Kügelgen; Wieland Brendel (ICML, 2023)

Provable Compositional Generalization for Object-Centric Learning. - Thaddäus Wiedemer; Jack Brady; Alexander Panfilov; Attila Juhos; Matthias Bethge; Wieland Brendel (ICLR, 2024)

Interaction Asymmetry: A General Principle for Learning Composable Abstractions. - Jack Brady; Julius von Kügelgen; Sébastien Lachapelle; Simon Buchholz; Thomas Kipf; Wieland Brendel (ICLR, 2025)