Reusable Slotwise Mechanisms. - Bailey Trang Nguyen; Amin Mansouri; Kanika Madan; Khuong Nguyen; Kartik Ahuja; Dianbo Liu; Yoshua Bengio (NeurIPS, 2023)

Multi-Domain Causal Representation Learning via Weak Distributional Invariances. - Kartik Ahuja; Amin Mansouri; Yixin Wang (AISTATS, 2024)

Object centric architectures enable efficient causal representation learning. - Amin Mansouri; Jason S. Hartford; Yan Zhang 067; Yoshua Bengio (ICLR, 2024)

On Provable Length and Compositional Generalization. - Kartik Ahuja; Amin Mansouri (CoRR, 2024)

Symbolic Autoencoding for Self-Supervised Sequence Learning. - Mohammad Hossein Amani; Nicolas Mario Baldwin; Amin Mansouri; Martin Josifoski; Maxime Peyrard; Robert West 001 (CoRR, 2024)

Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning. - Anja Surina; Amin Mansouri; Lars Quaedvlieg; Amal Seddas; Maryna Viazovska; Emmanuel Abbe; Caglar Gulcehre (CoRR, 2025)