DEFactor: Differentiable Edge Factorization-based Probabilistic Graph Generation. - Rim Assouel; Mohamed Ahmed; Marwin H. S. Segler; Amir Saffari; Yoshua Bengio (CoRR, 2018)

Image-to-image Mapping with Many Domains by Sparse Attribute Transfer. - Matthew Amodio; Rim Assouel; Victor Schmidt; Tristan Sylvain; Smita Krishnaswamy; Yoshua Bengio (CoRR, 2020)

VIM: Variational Independent Modules for Video Prediction. - Rim Assouel; Lluís Castrejón; Aaron C. Courville; Nicolas Ballas; Yoshua Bengio (CLeaR, 2022)

OC-NMN: Object-centric Compositional Neural Module Network for Generative Visual Analogical Reasoning. - Rim Assouel; Pau Rodríguez; Perouz Taslakian; David Vázquez 001; Yoshua Bengio (CoRR, 2023)

An Introduction to Vision-Language Modeling. - Florian Bordes; Richard Yuanzhe Pang; Anurag Ajay; Alexander C. Li; Adrien Bardes; Suzanne Petryk; Oscar Mañas; Zhiqiu Lin; Anas Mahmoud 002; Bargav Jayaraman; Mark Ibrahim; Melissa Hall; et al. (CoRR, 2024)

Action abstractions for amortized sampling. - Oussama Boussif; Léna Néhale Ezzine; Joseph D. Viviano; Michal Koziarski; Moksh Jain; Nikolay Malkin; Emmanuel Bengio; Rim Assouel; Yoshua Bengio (ICLR, 2025)

The BrowserGym Ecosystem for Web Agent Research. - Thibault Le Sellier de Chezelles; Maxime Gasse; Alexandre Lacoste; Massimo Caccia; Alexandre Drouin; Léo Boisvert; Megh Thakkar; Tom Marty; Rim Assouel; Sahar Omidi Shayegan; Lawrence Keunho Jang; Xing Han Lù; et al. (Trans. Mach. Learn. Res., 2025)

Object-centric Binding in Contrastive Language-Image Pretraining. - Rim Assouel; Pietro Astolfi; Florian Bordes; Michal Drozdzal; Adriana Romero-Soriano (CoRR, 2025)

Visual symbolic mechanisms: Emergent symbol processing in vision language models. - Rim Assouel; Declan Campbell; Taylor W. Webb (CoRR, 2025)