Publications

Anja Surina, Amin Mansouri, Lars Quaedvlieg, Amal Seddas, Maryna Viazovska, Emmanuel Abbe, Caglar Gulcehre
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning
COLM 2025

Amin Mansouri, MSc Thesis
Toward Causal Representation and Structure Learning

Kartik Ahuja, Amin Mansouri
On Provable Length and Compositional Generalization
Preprint, 2024

Mohammad Hossein Amani, Nicolas Baldwin, Amin Mansouri, Martin Josifoski, Maxime Peyrard, Robert West
Symbolic Autoencoding for Self-Supervised Sequence Learning
Preprint (Under Review, please send an email for the manuscript)

Kartik Ahuja*, Amin Mansouri*, Yixin Wang
Multi-Domain Causal Representation Learning via Weak Distributional Invariances
AISTATS 2024, NeurIPS 2023 Causal Representation Learning Workshop

Amin Mansouri, Jason Hartford, Yan Zhang, Yoshua Bengio
Object-centric architectures enable efficient causal representation learning
ICLR 2024 (main track), NeurIPS 2023 Causal Representation Learning Workshop

Trang Nguyen,  Amin Mansouri, Kanika Madan, Nguyen Duy Khuong, Kartik Ahuja, Dianbo Liu, Yoshua Bengio
Reusable Slotwise Mechanisms
NeurIPS 2023 (main track)

Amin Mansouri, Jason Hartford, Kartik Ahuja, Yoshua Bengio
Object-Centric Causal Representation Learning
NeurIPS 2022, NeurReps workshop

Amin Mansouri, Sean Spinney, Amin Memarian, Patricia Conrod, Irina Rish
Identifying Invariant and Sparse Predictors in High-dimensional Data
ICML 2021, workshop on Uncertainty & Robustness in Deep Learning, 2021