Publications

Christopher Beckham, Alexandre Piche, David Vázquez, Christopher Pal (2022). Exploring Validation Metrics for Offline Model-Based Optimisation with Diffusion Models. Transactions on Machine Learning Research (TMLR).

Gaurav Sahu, Pau Rodriguez, Issam H Laradji, Parmida Atighehchian, David Vázquez, Dzmitry Bahdanau (2022). Data Augmentation for Intent Classification with Off-the-Shelf Large Language Models. Workshop at Association for Computational Linguistics (ACL).

Vincenzo Lomonaco, Lorenzo Pellegrini, Pau Rodriguez, Massimo Caccia, Qi She, Yu Chen, Quentin Jodelet, Ruiping Wang, Zheda Mai, David Vázquez, Others (2022). CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions. Artificial Intelligence Journal (AIJ).

Charles Guille-Escuret, Pau Rodrı́guez, David Vázquez, Ioannis Mitliagkas, João Monteiro (2022). Contrastive Self-Supervision Defines General-Purpose Similarity Functions. Workshop at Advances in Neural Information Processing Systems (NeurIPS).

Joao Monteiro, Pau Rodriguez, Pierre-Andre Noel, Issam H Laradji, David Vázquez (2022). Constraining Low-Level Representations to Define Effective Confidence Scores. Workshop at Advances in Neural Information Processing Systems (NeurIPS).

Gabriel Huang, Issam Laradji, David Vázquez, Simon Lacoste-Julien, Pau Rodriguez (2022). A Survey of Self-Supervised and Few-Shot Object Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).

Alexandre Piché, Rafael Pardinas, David Vázquez, Christopher Pal (2022). A Probabilistic Perspective on Reinforcement Learning via Supervised Learning. Workshop at International Conference on Learning Representations (ICLR).

Lorenzo Pellegrini, Chenchen Zhu, Fanyi Xiao, Zhicheng Yan, Antonio Carta, Matthias De Lange, Vincenzo Lomonaco, Roshan Sumbaly, Pau Rodriguez, David Vázquez (2022). 3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding. arXiv preprint arXiv:2212.06833.

Issam H Laradji, Alzayat Saleh, Pau Rodriguez, Derek Nowrouzezahrai, Mostafa Rahimi Azghadi, David Vázquez (2021). Weakly Supervised Underwater Fish Segmentation using Affinity LCFCN. Nature Scientific Reports.

Alexandre Lacoste, Evan David Sherwin, Hannah Kerner, Hamed Alemohammad, Björn Lütjens, Jeremy Irvin, David Dao, Alex Chang, Mehmet Gunturkun, Alexandre Drouin, Others (2021). Toward Foundation Models for Earth Monitoring: Proposal for a Climate Change Benchmark. Workshop at Advances in Neural Information Processing Systems (NeurIPS).