Publications

Saypraseuth Mounsaveng, Issam Laradji, David Vázquez, Marco Pedersoli, Ismail Ben Ayed (2023). Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images. arXiv preprint arXiv:2307.11808.

Perouz Taslakian, David Vázquez, Pierre-Andre Noel, Benoit Sixte Corsini (2023). Anomaly Detection using Graph Neural Networks. US Patent App. 17/373,046.

Amine El Hattami, Stefania Raimondo, Issam Laradji, David Vázquez, Pau Rodriguez, Chris Pal (2022). Workflow Discovery from Dialogues in the Low Data Regime. Transactions on Machine Learning Research (TMLR).

Sai Rajeswar, Cyril Ibrahim, Nitin Surya, Florian Golemo, David Vázquez, Aaron Courville, Pedro O Pinheiro (2022). Touch-Based Curiosity for Sparse-Reward Tasks. Conference on Robot Learning (CoRL).

Fabrice Normandin, Florian Golemo, Oleksiy Ostapenko, Pau Rodriguez, Matthew D Riemer, Julio Hurtado, Khimya Khetarpal, Ryan Lindeborg, Lucas Cecchi, Timothée Lesort, Others (2022). Sequoia: A Software Framework to Unify Continual Learning Research. Conference on Lifelong Learning Agents (CoLLAs).

Christopher Beckham, Issam Laradji, Pau Rodriguez, David Vázquez, Derek Nowrouzezahrai, Christopher Pal (2022). Overcoming Challenges in Leveraging GANs for Few-Shot Data Augmentation. Workshop at Conference on Lifelong Learning Agents (CoLLAs).

Rim Assouel, Pau Rodriguez, Perouz Taslakian, David Vázquez, Yoshua Bengio (2022). OCIM: Object-Centric Compositional Imagination for Visual Abstract Reasoning. Workshop at International Conference on Learning Representations (ICLR).

Sai Rajeswar, Pau Rodriguez, Soumye Singhal, David Vázquez, Aaron Courville (2022). Multi-Label Iterated Learning for Image Classification with Label Ambiguity. Computer Vision and Pattern Recognition (CVPR).

Alexandre Piche, Rafael Pardinas, David Vázquez, Igor Mordatch, Chris Pal (2022). Implicit Offline Reinforcement Learning via Supervised Learning. Workshop at Advances in Neural Information Processing Systems (NeurIPS).

Shengchao Liu, David Vázquez, Jian Tang, Pierre-Andre Noel (2022). Flaky Performances When Pretraining on Relational Databases. Workshop at International Conference on Machine Learning (ICML).