Introduces MultiMem as the first metric for memorization in multi-modal contrastive learning, identifies cross-modal misalignment (text dominant) as key driver, and shows targeted augmentations reduce it while improving performance.
On the memorization properties of contrastive learning.arXiv preprint arXiv:2107.10143, 2021
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MultiMem: Measuring and Mitigating Memorization in Multi-Modal Contrastive Learning
Introduces MultiMem as the first metric for memorization in multi-modal contrastive learning, identifies cross-modal misalignment (text dominant) as key driver, and shows targeted augmentations reduce it while improving performance.