A Cookbook of Self-Supervised Learning. arXiv. Cornell University. April 24, 2023 R Balestriero, M Ibrahim, V Sobal, A Morcos, S Shekhar, T Goldstein, ... arXiv preprint arXiv:2304.12210, 0 | 476* | |
On the duality between contrastive and non-contrastive self-supervised learning Q Garrido, Y Chen, A Bardes, L Najman, Y Lecun ICLR 2023. Outstanding Paper Honorable Mention, 2023 | 114 | 2023 |
Rankme: Assessing the downstream performance of pretrained self-supervised representations by their rank Q Garrido, R Balestriero, L Najman, Y Lecun International Conference on Machine Learning. Oral, 10929-10974, 2023 | 86 | 2023 |
Revisiting feature prediction for learning visual representations from video A Bardes, Q Garrido, J Ponce, X Chen, M Rabbat, Y LeCun, M Assran, ... Transactions on Machine Learning Research (TMLR). Featured Certification, 2024 | 71* | 2024 |
An introduction to vision-language modeling F Bordes, RY Pang, A Ajay, AC Li, A Bardes, S Petryk, O Mañas, Z Lin, ... arXiv preprint arXiv:2405.17247, 2024 | 50 | 2024 |
Guillotine regularization: Improving deep networks generalization by removing their head F Bordes, R Balestriero, Q Garrido, A Bardes, P Vincent Transactions on Machine Learning Research (TMLR), 2022 | 49* | 2022 |
Self-supervised learning of Split Invariant Equivariant representations Q Garrido, L Najman, Y Lecun International Conference on Machine Learning, 10975-10996, 2023 | 36 | 2023 |
The robustness limits of sota vision models to natural variation M Ibrahim, Q Garrido, A Morcos, D Bouchacourt Transactions on Machine Learning Research (TMLR), 2022 | 18 | 2022 |
Learning and leveraging world models in visual representation learning Q Garrido, M Assran, N Ballas, A Bardes, L Najman, Y LeCun arXiv preprint arXiv:2403.00504, 2024 | 17 | 2024 |
Self-supervised learning with lie symmetries for partial differential equations G Mialon, Q Garrido, H Lawrence, D Rehman, Y LeCun, B Kiani Advances in Neural Information Processing Systems 36, 28973-29004, 2023 | 14 | 2023 |
Unibench: Visual reasoning requires rethinking vision-language beyond scaling H Al-Tahan, Q Garrido, R Balestriero, D Bouchacourt, C Hazirbas, ... NeurIPS, 2024 | 9 | 2024 |
Visualizing hierarchies in scRNA-seq data using a density tree-biased autoencoder Q Garrido, S Damrich, A Jäger, D Cerletti, M Claassen, L Najman, ... Bioinformatics 38 (Supplement_1), i316-i324, 2022 | 6 | 2022 |
Scaling Vision-Language Models Does Not Improve Relational Understanding: The Right Learning Objective Helps H Al-Tahan, Q Garrido, R Balestriero, D Bouchacourt, C Hazirbas, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | | 2024 |
Visual Reasoning Requires Rethinking Vision-Language Beyond Scaling H Al-Tahan, Q Garrido, R Balestriero, D Bouchacourt, C Hazirbas, ... | | |