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07/11/2023
Self-Supervised Learning with Lie Symmetries for Partial Differential Equations
Machine learning for differential equations paves the way for computatio...
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04/24/2023
A Cookbook of Self-Supervised Learning
Self-supervised learning, dubbed the dark matter of intelligence, is a p...
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10/24/2022
The Robustness Limits of SoTA Vision Models to Natural Variation
Recent state-of-the-art vision models introduced new architectures, lear...
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10/05/2022
RankMe: Assessing the downstream performance of pretrained self-supervised representations by their rank
Joint-Embedding Self Supervised Learning (JE-SSL) has seen a rapid devel...
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06/27/2022
Guillotine Regularization: Improving Deep Networks Generalization by Removing their Head
One unexpected technique that emerged in recent years consists in traini...
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06/03/2022
On the duality between contrastive and non-contrastive self-supervised learning
Recent approaches in self-supervised learning of image representations c...
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02/11/2021